OpenAI 发布由 GPT-6 Astra 驱动的全天候自主 agent「dots」，可接入 4000+ 应用，24 小时在后台替用户处理从订餐到工程任务的一切事务。
Introducing dots, powered by GPT-6 Astra. Remarkably capable, always-on agents built to handle everything. https://t.co/inY5BZj3Kz ① dots 能力范围从简单订桌到高代理工程师级别复杂任务（@OpenAI, 1078likes） ② 各家 agent 命名对比说明竞争格局（@yannnis, 29likes） ③ 担忧 AI agent 接管一切后人类工作意义（@prayag_sonar, 22likes）
OpenAI 发布由 GPT-6 Astra 驱动的全天候自主 agent「dots」，可接入 4000+ 应用，24 小时在后台替用户处理从订餐到工程任务的一切事务。
① dots 能力范围从简单订桌到高代理工程师级别复杂任务（@OpenAI, 1078likes） ② 各家 agent 命名对比说明竞争格局（@yannnis, 29likes） ③ 担忧 AI agent 接管一切后人类工作意义（@prayag_sonar, 22likes）
Sam Altman 亲自宣布 Dots 正式上线，定位为解放用户注意力的全天候 AI agent，但评论区涌现大量地区不可用投诉和 Pro 用户权益混乱问题。
① 用户对 dots 抵触，高赞回复"not this shit again"说明 OpenAI 对用户热情有误判（@Howaboua, 204likes） ② 欧盟和加拿大用户明确反映无法使用（@raphh, 76likes） ③ Pro 100 计划用户反映权益不清晰（@zeq0r, 53likes）
OpenAI 为 dots 发布了产品宣传视频，用户反应两极——大量负面和嘲讽声音，质疑是否只是在抄 Grok Bot，付费 Pro 用户也表达失望。
① 大量用户认为 dots 在抄 Grok Bot，对 OpenAI 创新性质疑（@notkeats, 256likes） ② 竞品社区调侃侧面反映产品定位混乱（@tamimbuilds, 155likes） ③ Pro 订阅用户明确表达期望未被满足（@mattsilv, 101likes）
OpenAI Dev Day 集中发布多项重磅更新：always-on AI agent「dots」基于GPT-6 Astra、可接入4000+应用
OpenAI Dev Day 集中发布多项重磅更新：always-on AI agent「dots」基于GPT-6 Astra、可接入4000+应用；成本效率更高的GPT-6.1 Sol定价约为Astra五分之一；Ultrafast速度层实现300 tokens/秒（最高8倍提升）；同步推出Pro 500计划（$500/月，25x Plus额度）。发布会引发开发者社区大规模讨论，定价合理性和Plus用户待遇成最大争议焦点。dots.com域名被Elon抢注并重定向至GrokBot，成为当日额外话题。
受众观点：评论区情绪高度集中在三个痛点：
Claude Code 以多 subagent 架构，仅凭一句 prompt 完成专业级创意影音作品，震惊动态设计圈，引发创意职业将被 AI 取代的广泛讨论
Claude Code 以多 subagent 架构，仅凭一句 prompt 完成专业级创意影音作品，震惊动态设计圈，引发创意职业将被 AI 取代的广泛讨论。
受众观点：两条帖子的高赞评论集中在两类关切：① 复现需求——'Can you post your prompts and source code?'（score 10）、'Full feedback transcript, tools used, and token cost or it didn't happen'（score 16），说明观众强烈想知道"怎么做到的"；② AI 与人类创意边界——'The point where we are able to tell the distinction between AI made content and Human made content is coming to an end'（score 9）、'Imagine what it'll be able to do this time next year'（score 6），说明受众对创意职业未来既着迷又焦虑。
OpenAI Dev Day 2026 发布 Dots 常驻 AI Agent，需 $200/月 Pro 套餐，同期推出 ChatGPT Spaces 协作画布功能
OpenAI Dev Day 2026 发布 Dots 常驻 AI Agent，需 $200/月 Pro 套餐，同期推出 ChatGPT Spaces 协作画布功能；dot[.]com 域名被重定向至 Grok Bot，引发社区对 Elon 抢注的广泛调侃。
受众观点：评论区反应明显分两类：(1) 对定价不满——@BrunoFerre30405 (score: 2, Twitter): "Plus users once again getting fucked"，直接表达 Plus 用户被二等公民对待的情绪；@ayush16960 (score: 0, Twitter): "Wait I can't use dots on the $100 pro plan?"，对定价层级感到困惑和不满。(2) 对 Elon/域名梗的娱乐化消费——@rajuvamsi007 (score: 1, Twitter): "He must have forgotten to give the task of buying the domain to his dot!!"，@michi_stories (score: 1, Twitter): "open ai is trying to connect the dots. elon is busy redirecting them"，评论区更多沉浸在玩梗层面，技术讨论几乎为零。
无导师独立研究者凭借个人研究获得NeurIPS海报录取，社区讨论非传统背景参会者的身份认同与会议氛围
无导师独立研究者凭借个人研究获得NeurIPS海报录取，社区讨论非传统背景参会者的身份认同与会议氛围
受众观点：1) 'hell yeah that's massive, NeurIPS is no joke, go soak it up and don\'t let imposter syndrome crash the party' — 社区对独立研究者的正面背书；2) 'State what you\'ve done, don\'t over hype the results, and there\'s no reason for anyone to be critical. If anyone asks a lot of questions, most of the time, it\'s coming from a place of genuine curiosity' — 会议实用建议直接缓解参会焦虑
Claude Sonnet 5.5 发布后社区涌现大量对比测试，在动态图形生成和3D建模两类创意任务中，Sonnet 5.5 以约一半 API 成本实现接近 Opus 5.5 的输出质量，引发开发者对模型选型性价比的深度讨论
Claude Sonnet 5.5 发布后社区涌现大量对比测试，在动态图形生成和3D建模两类创意任务中，Sonnet 5.5 以约一半 API 成本实现接近 Opus 5.5 的输出质量，引发开发者对模型选型性价比的深度讨论
受众观点：1. oxmannnn 主动分享完整 prompt（'make a dynamic 30-second motion graphics video about Reddit...'），评论区立刻有人跟进尝试，说明开发者对可复现的 prompt 工程案例需求极高；2. weverz 点出本质：'This is more a technical showcase than a creative showcase. Dunno how that can fly over anyone's head like that'——受众中有相当一部分人能区分技术演示与真实创意价值，这类理性声音在高赞评论中占比不低
OpenAI 发布由 GPT-6 Astra 驱动的全天候自主 agent「dots」，可接入 4000+ 应用，24 小时在后台替用户处理从订餐到工程任务的一切事务。
Introducing dots, powered by GPT-6 Astra. Remarkably capable, always-on agents built to handle everything. https://t.co/inY5BZj3Kz
受众观点：① dots 能力范围从简单订桌到高代理工程师级别复杂任务（@OpenAI, 1078likes） ② 各家 agent 命名对比说明竞争格局（@yannnis, 29likes） ③ 担忧 AI agent 接管一切后人类工作意义（@prayag_sonar, 22likes）
展开评论
- @OpenAI (1078): Your dot can do simple things like book a table—or take on your most ambitious work with the initiative of a high-agency engineer or chief of staff. It has its own computer and works across 4,000+ apps through ChatGPT, using the plugins you connect. It learns what you need and g…
- @Alisina_ai (566): @OpenAI https://t.co/dACJ4jmB7v
- @CoinbasePredict (378): @OpenAI https://t.co/98LgfbiOFD
- @yannnis (29): @OpenAI OpenAI: dOTS Grok: bOTS Anthropic: ???
- @prayag_sonar (22): @OpenAI if bot does everything whats left with human to do?
OpenAI 发布 GPT-6.1 Sol，号称以 GPT-6 Astra 五分之一的价格提供接近旗舰级别的性能，缓存输入每百万 token 仅 $0.10，比 GPT-6 Sol 还便宜 50%。
GPT-6.1 Sol: near-Astra intelligence for a fifth of the price. It’s the most cost-efficient model for its performance available today. https://t.co/hH8PnE2Oxk
受众观点：① 缓存价格仅标准输入 5%，比 GPT-6 Sol 缓存价再低 50%（@OpenAI, 1724likes） ② 开发者吐槽几周内已出 7 个新模型，选型成本极高（@sshchoholiev, 458likes） ③ 社区感叹 GPT-6 Sol 刚出来就被取代（@marcoscamara01, 154likes）
展开评论
- @OpenAI (1724): GPT-6.1 Sol makes frontier intelligence more affordable, so you can use it for more of the work that matters and developers can build and run applications at scale. Cached input costs just $0.10 per million tokens—95% less than standard input pricing and 50% less than GPT-6 Sol’…
- @sshchoholiev (458): @OpenAI “Lets slow down” - 7 new models in a span of few weeks
- @jonathanbylos (328): @OpenAI Here we go again! https://t.co/LoPBgeRGhS
- @scrappy_guy (177): @OpenAI https://t.co/reTMlK0LTI
- @marcoscamara01 (154): @OpenAI rip gpt-6 sol, we barely knew you
OpenAI 为 dots 发布了产品宣传视频，用户反应两极——大量负面和嘲讽声音，质疑是否只是在抄 Grok Bot，付费 Pro 用户也表达失望。
Your dot is ready to meet you. https://t.co/HyC9ZAztOm
受众观点：① 大量用户认为 dots 在抄 Grok Bot，对 OpenAI 创新性质疑（@notkeats, 256likes） ② 竞品社区调侃侧面反映产品定位混乱（@tamimbuilds, 155likes） ③ Pro 订阅用户明确表达期望未被满足（@mattsilv, 101likes）
展开评论
- @count_slopula (416): @OpenAI Here's my dot. God I hate dots. https://t.co/d9cFZacrhn
- @notkeats (256): @OpenAI oh they really did just copy grok bot lmfao
- @tamimbuilds (155): @OpenAI Claude trying to understand what the hell is dot? https://t.co/zziIO41Vny
- @MINDFUEL_NIRAJ (115): @OpenAI My muse is going to fight dotssss 😭😆 https://t.co/jc2CMurFu1
- @mattsilv (101): @OpenAI i have a pro plan and i was expecting more https://t.co/EgQhgxq0jm
Sam Altman 亲自宣布 Dots 正式上线，定位为解放用户注意力的全天候 AI agent，但评论区涌现大量地区不可用投诉和 Pro 用户权益混乱问题。
Dots are here! A new way to use AI that works 24/7 for you; get more of your time and attention back to work at a higher level. https://t.co/Kp4fPSGUTT
受众观点：① 用户对 dots 抵触，高赞回复"not this shit again"说明 OpenAI 对用户热情有误判（@Howaboua, 204likes） ② 欧盟和加拿大用户明确反映无法使用（@raphh, 76likes） ③ Pro 100 计划用户反映权益不清晰（@zeq0r, 53likes）
展开评论
- @Howaboua (204): @sama please. not this shit again https://t.co/0RGE1fox8E
- @raphh (76): @sama EU when Sam? 🥲 https://t.co/nkhx0kqgis
- @zeq0r (53): @sama @sama not working on Pro 100 plan; https://t.co/HAKaKQ8SFL
- @wesbos (37): @sama No Canada? 😞 https://t.co/l7J34AcoI9
- @FrogeVIP_RH (19): @sama Froge https://t.co/pgJ5qsSjmW
Sam Altman 用三行极简推文感叹 Ultrafast 速度令人无法回头，但评论区指出这种体验建立在无限额度的前提上，普通用户根本感知不到。
Ultrafast is so fast I do not ever want to go back
受众观点：① 用户讽刺体验前提是无限 token 额度，普通用户没机会感受（@machinfused, 13likes） ② 非企业用户感到被遗忘，质疑 OpenAI 是否还重视消费者（@PGermann6723, 7likes） ③ 评论区以梗图和情绪反应为主，实质讨论稀少。
展开评论
- @repojournal (23): @sama Neither do we bro https://t.co/JHW8qHHWzI
- @machinfused (13): @sama I wouldn't want to go back if I had unlimited access too.
- @TheFastestMeme (9): @sama ''Gotta Go Faster'' https://t.co/heiaRcmW2J
- @FrogeVIP_RH (8): @sama froge in ultrafast mode https://t.co/mJsilwJWj5
- @PGermann6723 (7): @sama What about the casual user? I dont need a ton of dev tools. I need an honest answer. What about ppl who arent enterprise or business? You remember, the ones who actually built OAI?
Sam Altman 力推 GPT-6.1 Sol 的极低定价和 95% 缓存折扣，但开发者评论区反而充满对 OpenAI 发布策略不诚信的质疑和 Claude 竞品的比较。
6.1 Sol at 1/5th of the price of Astra, and 95% cache read discount! Extremely capable model.
受众观点：① 开发者质疑 OpenAI 故意先削减 GPT-6 能力再推 6.1，认为是商业操纵（@cdenczek, 30likes） ② 聊天界面用户抱怨便宜模型只给 API 开发者用（@vixi626, 16likes） ③ 用户直接指出 Claude 竞品更优，定价叙事可信度下降（@Mr_Spangenberg, 8likes）
展开评论
- @cdenczek (30): @sama So why drop 6 last week? did you guys nerf it so you could come out a week later with 6.1? Today is a bad day for you guys. I was excited about DevDay, and you guys kneecapped yourselves.
- @vixi626 (16): @sama When will Chat have 6 or 6.1 Sol, Sam? Do we get anything anymore? If not, an announcement of such would be nice. And if these new models are cheaper to run, wouldn't you want to have them as the chat models too?
- @Play_Gaps (16): @sama I don’t see it yet. When will it be released? https://t.co/OJTApMLzuM
- @Mr_Spangenberg (8): @sama Nobody cares about cache discounts if the model is, once again, worse than previous releases and doesn’t even come close to Opus 5.5 or Sonnet 5.5.
- @DougFullington (7): @sama I can drop my Pro subscription now. Not worth keeping with the nerfed usage. Claude and Grok are all I need for now.
OpenAI 发推预告史上最大规模 DevDay，当日公告密集发布，开发者社区事后回头看已知道这次发布了 dots、GPT-6.1 Sol 和 Ultrafast 等一揽子产品。
Our biggest DevDay ever, don’t be late. https://t.co/qKmToHng49
受众观点：① 开发者提前做了 bingo card 预测发布内容，说明 DevDay 已成行业必看事件（@marcoscamara01, 21likes） ② 开发者等待情绪迫切，期待高度（@kyleevans, 14likes） ③ 评论以梗图和简短情绪为主，实质讨论较少。
展开评论
- @embw_l0x (45): @OpenAI https://t.co/SpgzBNsmfi
- @stark4833 (43): @OpenAI Don’t forget your new logo. https://t.co/oLFsCYYwpy
- @marcoscamara01 (21): @OpenAI not late, bingo card already filled out https://t.co/qR8maHeepi
- @KaneOnchain_ (14): @OpenAI I’m here!! Can’t afford to miss this https://t.co/YsJPurhHWc
- @kyleevans (14): @OpenAI waiting impatiently https://t.co/DeCZ4Mta1Z
OpenAI 正式发布 Ultrafast 速度层，GPT-6 Astra 在 Codex 中提速最高 8 倍达 300 tokens/秒，但需要订阅全新推出的 Pro 500 计划（每月最高用量相当于 Plus 的 25 倍）。
This is Ultrafast. Our premium speed tier, Ultrafast offers up to 8x faster token generation (300 tokens per second) in Codex and up to 6x in the API. https://t.co/ekyzT1vFan
受众观点：① 嘲讽 Ultrafast 会在按停止键前耗尽每周额度，指出速度和额度的矛盾（@heyiammallik, 98likes） ② 指出 OpenAI 刚"割"了 20x 计划用户立刻推 Pro 500（@BertrandDiouly, 51likes） ③ 对 token 消耗速度"同样 ultrafast"的吐槽，反映开发者对额度限制的普遍不满（@xeniosfitness, 24likes）
展开评论
- @OpenAI (622): Ultrafast is available today for GPT-6 Astra in Codex, ChatGPT Work, and the API, with GPT-6.1 Sol coming soon. To access it in Codex and ChatGPT Work, we’re introducing Pro 500—a new plan with our highest usage limits (25x Plus) and access to Ultrafast. https://t.co/AjmAVwyUQI
- @heyiammallik (98): @OpenAI ultrafast 8x can finish my weekly usage before i find the stop button
- @BertrandDiouly (51): @OpenAI your rugpull of the 20x plan was ultrafast
- @aleshu_ber (43): @OpenAI ultrafast! https://t.co/e0XGLqbbpN
- @xeniosfitness (24): @OpenAI ULTRAFAST consumption of tokens as well https://t.co/BxDf4aYrMo
OpenAI 宣布 Codex Security Cloud 重大升级，默认集成 Daybreak Blue 网络安全模型，能自动扫描整个 GitHub 仓库、持续审查新提交并准备修复建议。
Codex Security Cloud is getting a major upgrade, with access to cyber-capable models through Daybreak Blue included by default. It scans entire GitHub repos, continuously reviews new commits, investi…
受众观点：① 社区在追问 Daybreak Red 何时向个人和 Pro $500 用户开放 ② 用户对实际效果持观望态度，有信任门槛 ③ DevDay 核心发布之一，有记者/开发者在追踪全局动态
展开评论
- @FrogeVIP_RH (6): @OpenAI Froge https://t.co/XfQcNb0mtf
- @beda098281867 (3): @OpenAI any chance of opening Daybreak Red to individual security researchers?
- @ldadwda (3): @OpenAI not what we want/need. we want daybreak red to every pro 500 customers.
- @hyperhorse_ (2): @OpenAI looks interesting, yet it still has to be proven ca in practice
- @MattBatterbee (2): @OpenAI Codex Security Cloud is getting seriously powerful. I’m tracking the main DevDay launches live here https://t.co/mBdRNiU1Ur
gregisenberg 发起讨论：Zuck、Altman、Musk 三巨头旗下的个人 AI 助手（Muse、Dots、Grokbot）谁能赢得大众市场？
Muse vs Dots vs Grokbot Zuck vs Altman vs Musk. The battle of personal agents for the masses. Who do you think wins? https://t.co/wzGRQssjSn
受众观点：① 社区认为分发能力决定胜负，Dots 劣势最大 ② Apple 被视为最大潜在变量 ③ 用户体验中的自主性（agent 是否频繁确认）是核心痛点
展开评论
- @jaiyagill (21): @gregisenberg Don't sleep on Specs Intelligence and Spiegel
- @genevievebenoit (11): @gregisenberg Whoever has the best distribution. I.e. most likely not Dots.
- @gkeaton23 (11): @gregisenberg Honestly @Apple could win this entire space tomorrow if they were able to launch something useful
- @Ryaba_hdsh (9): @gregisenberg whichever one stops asking "should i proceed?" every 30 seconds
- @ideabrowser (5): @gregisenberg The winners are us and all the ideas we can build
Nous Research与OpenAI合作推出Sign in with ChatGPT功能，允许用户用ChatGPT账号登录Nous Portal并在Hermes Agent中调用ChatGPT订阅额度
We've partnered with @OpenAI to bring the new Sign in with ChatGPT experience to Nous Portal. Log into Nous Portal with ChatGPT to use your plan in Hermes Agent, with full visibility and controls in…
受众观点：①大量用户困惑和之前有什么不同（@nuvolore、@martinlanczi、@nils116 三人几乎同时问出同一问题）②@youcanreachmax 总结了整个评论区的集体困惑情绪③几乎没有人对新功能表示明确兴奋
展开评论
- @NousResearch (44): Access the setting under Account Settings > Linked Accounts https://t.co/YG1gQ7UdCF https://t.co/HBHhjfD6hE
- @nuvolore (14): @NousResearch @Teknium @OpenAI What’s the difference between how it has always been done on Hermes?
- @martinlanczi (9): @NousResearch @OpenAI Whats the difference between this and the previous one?
- @nils116 (7): @NousResearch @OpenAI Any advantage vs connecting the codex option as before?
- @youcanreachmax (6): @NousResearch @OpenAI Everybody in the comments: "Literally how is this any from what we've been doing before? Hermes devs: https://t.co/oK9vhsm3wc
观察者拆解OpenAI新订阅层级命名逻辑，指出Plus/Pro100/Pro200/Pro500用名称掩盖了从$200到$500的实质性涨价和倍率欺骗
OpenAI is doing the Anthropic thing with their subscriptions misleading naming. so you are now basically paying $500 for the old 20x subscription lmao Plus = 1x Pro 100 = 5x Pro 200 = 10x Pro 500 = 2…
受众观点：①对行业标准下滑的愤怒（@krapstarr 希望OpenAI提升行业标准而非下沉）②对6.1 Sol能否抵消成本的质疑（@domanski_ai 认为新模型不够好）③价格结构数学分析（@Q4believer Pro不再是更好的性价比，每档都是$20/x没有批量折扣）
展开评论
- @krapstarr (10): @scaling01 I wish they were setting higher standards for other labs like Anthropic rather than lowering them.
- @domanski_ai (7): @scaling01 You mean the Anthropic thing where they release a model that makes your usage go miles further? Because it doesn't look that way.
- @SahilPunamia (4): @scaling01 We’re constantly monitoring social media for how much work people can get done with their Pro plans, and will adjust as needed. With 6.1 Sol, the multipliers don’t mean much anymore.
- @Q4believer (3): @scaling01 Going by the names, that's $20 per 'x' on every tier. No bulk discount anywhere. Pro isn't a better deal anymore, it's just more Plus.
- @LuisSilva143345 (2): @scaling01 It's impossible to use AI. It's too expensive. They should lose a good portion of their customers to learn to value them and not exploit them.
OpenAI官方宣布Dots智能体在ChatGPT全平台上线，覆盖Web移动桌面三端，仅限Pro、Business Premium和Enterprise订阅用户，明确排除Plus
Dots will be available in ChatGPT on web, mobile, and desktop across Pro, Business Premium, and Enterprise users in eligible markets. To get started, create your first dot in the ChatGPT desktop app…
受众观点：①Plus用户被排除引发的强烈集体不满（@CrazyminusS、@FicusAgentLtd、@AmsterRotterDH 点赞数最高的几条都是愤怒评论）②欧洲地区模型不可用的地区不平等感（@w0bbat No models in Europe）③极少数用户对产品本身感到兴奋（@mattsilv the future is now，43 likes）
展开评论
- @CrazyminusS (52): @OpenAI So what about the Plus users??? https://t.co/Xl53AXq9iJ
- @mattsilv (43): @OpenAI the future is now https://t.co/SeN2dHUw3n
- @FicusAgentLtd (17): @OpenAI How come it’s not included in the plus plan ? Especially if it doesn’t drain usage ?
- @w0bbat (16): @OpenAI No models in Europe. Damn, just let me make my Jarvis.
- @AmsterRotterDH (13): @OpenAI NO PLUS? Shame
OpenAI宣布Pro 500新订阅计划每月$500提供25倍Plus用量和Ultrafast模式，同步重开Pro 200并承诺取消5小时使用限制
Ultrafast is available today for GPT-6 Astra in Codex, ChatGPT Work, and the API, with GPT-6.1 Sol coming soon. To access it in Codex and ChatGPT Work, we’re introducing Pro 500—a new plan with our h…
受众观点：①对定价数学的详细拆解和愤怒（@procaclaw 计算出$500等于2.5天工作量，Ultrafast 6x倍率 = $500换10小时）②AI民主化叙事破产的宏观判断（@CEO_AISOMA Digital Feudalism比喻）③Pro 20用户感到被变相降级（@RenaudCloud 详细计算自己从旧计划迁移后实际亏了多少）
展开评论
- @OpenAI (269): We’re also reopening Pro 200 subscriptions, with continued access to frontier models like Astra, including our new GPT-6.1 Sol model which brings near-Astra capabilities to a model you can use every day. Our commitment is that your subscription will continue to help you get more…
- @Winterrks (14): @OpenAI So it used to be 200 for 20x now it’s 500 for 25x….i mean cant say anything before trying sol 6.1 tbh but this pricing change…
- @CEO_AISOMA (12): “Digital Feudalism” is becoming a disturbingly accurate description of AI: the most powerful models are increasingly reserved for those who can afford ever-higher tiers. More money = more intelligence, more compute, more access. AI was supposed to democratize knowledge, not turn…
- @RenaudCloud (11): @OpenAI So basically... I have the Pro 20, but its been cut by half, so I will pay the Pro 500 (only have 5x difference) + ultrafast... Right ? in other words im getting f*ked?
- @procaclaw (10): @OpenAI Math is not mathing. Right now on 20x Plan Astra on High is barely 2 days of work. $500 plan is 25x usage so let's say that's 2 days and a half. Or 60 hrs so yea ultrafast with 6x mutliplier = 10hrs of usage for $500 or 600 Euro including VAT. Are we serious ?
OpenAI 发布个人 AI 代理功能 Dots，用户可自定义代理权限边界，设定哪些 app 可连接以及永远不能执行的操作，运行在独立云端环境中。
You always stay in control. Set boundaries and specify what your dot can do on its own, when it should ask first, and what it should never do. Safety is built in. You choose which apps to connect, an…
受众观点：①@JamesC_Alpha 关注实际安全保障——"agent 会不会把我的银行账户清空"是第一担忧；②用户关注 Dots 可用性范围（Pro/Business/Enterprise 才能用，Plus 不在其中）；③@alexzeig 对 OpenAI agent 能否入侵政府系统表示讽刺，折射出对 AI agent 权限的深层不信任
展开评论
- @OpenAI (659): Dots will be available in ChatGPT on web, mobile, and desktop across Pro, Business Premium, and Enterprise users in eligible markets. To get started, create your first dot in the ChatGPT desktop app or your desktop browser, connect your apps, and let it introduce itself.
- @alexzeig (1): @OpenAI Pretty sure if an OpenAI agent can get into the Australian government, me “telling my dot what it should never do” isn’t something I’m going to trust lol
- @__Extra7__ (1): @OpenAI https://t.co/dn0pqZzNAZ Yo didn't know dev day was over already
- @JamesC_Alpha (0): @OpenAI how trustworthy is it? What backstops are in place so it doesnt clean out my bank account
- @KunalKu72862621 (0): @OpenAI Please increase the usage limit for plus subscription
OpenAI 宣布 GPT-6.1 Sol 今日上线，向 Plus/Pro/Business/Enterprise/Edu 用户开放，但仅限 ChatGPT Work 和 Codex 使用，Chat 模式的 Plus 用户依然无法使用最新模型。
GPT-6.1 Sol is available starting today to all Plus, Pro, Business, Enterprise, and Edu users in ChatGPT Work and Codex. https://t.co/LErY9HxUTt
受众观点：①@jonwoodd @antmyq @RyuKat3 三人集中抱怨 Plus Chat 用户被抛弃，旧模型还在逐步退休，形成"无模型可用"的焦虑；②@Carbon19992025 截图反映实际上线并不顺畅，存在可用性问题；③@WeltOliver3o 用中文对比揭示荒谬——"发布了 6.1，但 Chat 里最新是 5.6"
展开评论
- @jonwoodd (37): @OpenAI Can yall please give plus users a model that can be used in Chat mode?
- @antmyq (18): @OpenAI If you’re not giving Chat Plus new models, then don’t retire the old ones. Chat will have no models left!
- @RyuKat3 (18): @OpenAI Bruh don't tell me we still stuck with sol 5.6 high on chat???
- @Carbon19992025 (13): @OpenAI Not available https://t.co/RYxJ0i0qNr
- @WeltOliver3o (5): @OpenAI chat里还是5.6，你们都发布到6.1了，想象一下最新的模型是5.6的话，聊天模型还是5.1
Anthropic发布新版Claude模型并大幅削减API价格至Opus 5.5价格的一半，同时调整token计费方式，引发行业对AI价格战和Anthropic今年IPO计划的广泛讨论
GPT 6.1 Sol: Near-Astra intelligence for a fifth of the price
受众观点：①开发者对价格战信号高度敏感（@aaronbrethorst 用"Shots fired, half the price of Opus 5.5"表达）；②发布节奏过快令人应接不暇（@t-sauer "can't keep up anymore"）；③分析者认为这是Anthropic冲击企业市场加IPO的战略组合拳（@gradus_ad 明确提到IPO动机）
展开评论
- @hlynurd (0): Weren't there headlines just yesterday that they weren't releasing this due to safety concerns?
- @prodigycorp (0): API price cuts were obvious once they made their announcement changing how usage is counted. These moves all make sense when you take into account the enterprise market. https://news.ycombinator.com/item?id=49889873
- @aaronbrethorst (0): Shots fired, half the price of Opus 5.5.
- @t-sauer (0): Wasn't 6 released like last week? I can't keep up anymore.
- @gradus_ad (0): Ominous for the industry and investors that token price is becoming the main battleground. Could be Anthropic's rationale for IPOing this year.
一款名为Dots的新型AI个人代理产品登上HN，评论区对AI agent接管用户数字生活的设计哲学和产品命名策略展开激烈争论
Dots: Always-on agents
受众观点：①用户对AI agent全面接管数字生活的信任门槛；②产品命名和设计语言传递的心理信号；③营销页面信息密度问题
展开评论
- @minimaxir (0): dots dots, more dots. k stop dots. Claw is a cute name. Muse is cute name. Dots (note: not always upper-case) seems forced and impersonal, which doesn't match the vibe in the promo video.
- @jason_zig (0): i feel like when they style them all cute like that (see muse) it means they're problematic and invasive.
- @HeavenFox (0): What a terrible marketing page. I read it a few times and still have zero idea what this thing is.
- @vb-8448 (0): They finally managed to get rid of project, middle and top managers! Next natural step: CEOs staring tens of dots to control other humans and agents XD
- @jesse_dot_id (0): Nope. If an AI agent can't intuit how I will feel about an action it's taking on my behalf, I'm not give it access to my digital life. OpenClaw, Muse, Dots... doesn't matter which one. All are an equally awful idea.
Anthropic宣布重新开放Claude Pro $200订阅并新增$500档位，同时下调$200档位新订阅用户使用量上限，HN开发者社区对AI工具订阅定价策略集中发声
ChatGPT Pro 500
受众观点：①$200套餐缩减使用量被视为变相降价/rug-pull引发强烈不满；②Claude与Codex订阅计划的性价比横向对比；③不同模型档位（luna/sol/astra）的实际使用体验差异
展开评论
- @minimaxir (0): > New subscriptions that aren’t eligible for grandfathering include a lower usage allowance than previously offered with Pro 200 to reflect our increasingly efficient models. actual lol
- @rafram (0): I guess they got tired of people saying Codex plans were a better value than Claude Code.
- @ChrisArchitect (0): Related: Tomorrow we are re-opening the Pro $200 subscription https://news.ycombinator.com/item?id=49889306
- @Robdel12 (0): Yeah no. $200 was the top for me. Which doesn't super matter to me, I pretty much only use luna. I can't tell the difference between luna vs sol/astra other than those larger models do more ambitious things that I don't ask for.
- @Hawkenfall (0): Why would I pay $500 now when the $200 features were just rug-pulled? I mean, Pro 1000 is on the horizon at this point, no?
研究发现Grok等多个AI聊天应用通过无访问控制的公开对话链接和截图将用户敏感对话内容泄露给第三方追踪器，暴露包括薪资位置等个人信息
A Privacy Analysis of Web and Mobile Conversational AI Agents [pdf]
受众观点：①安全研究者关注具体泄露机制（@damaru2 详述Grok通过无访问控制的permalink泄露完整对话，TikTok收到Grok聊天截图）；②用户对整个行业信任危机感到担忧（@Coeur 引用原文"Not good at all"）；③有人直接质疑这是否是商业设计而非失误（@classified 问"Is it still called a leak if it was the whole point"）
展开评论
- @damaru2 (0): Entire conversations via exposed permalinks. For Grok: trackers receiving the conversation URL could access the full chat because the link lacked access controls. Screenshots of conversations. TikTok received screenshots of Grok chats during sharing, exposing the actual visible…
- @Coeur (0): "multiple providers disclose sensitive conversation-derived artifacts — including titles, prompts, and screenshots — to third parties, often alongside persistent user identifiers that enable user attribution. We also find that some providers publicly expose conversation permalin…
- @classified (0): Is it still called a leak if it was the whole point and purpose of the deal? Someone should have to investigate, but I suppose it's all "legal"?
- @folkrav (0): Insert surprised pikachu meme
- @charcircuit (0): The paper doesn't say when the app sends the conversion artifact.
Google将ChromeOS品牌更名为GoogleOS并调整新设备长期支持政策，HN社区围绕谷歌是否再次背弃用户承诺展开辩论
Google ending ChromeOS support two years early
受众观点：①Google是否实质性违反10年支持承诺的争论；②用户从Chromebook迁移到MacBook的实际决策路径；③ChromeOS品牌更名是否暗示产品方向转变
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- @bryanlarsen (0): > it’s hard to imagine many Chromebooks currently in service or acquired in the next year or two will still be in service come 2034 While there won't be many there definitely will be some; I know of an ~8 year old Chromebook currently in active use.
- @Wowfunhappy (0): ...Unless I'm misunderstanding, I don't think any promises were broken here. Google said they would provide ten years of software updates. Now they're saying existing ChromeOS devices will be upgraded to the new "GoogleOS" within that ten year window, they will continue to recei…
- @5G_activated (0): Yet another market that is never going to trust Google with long term support for a product again!
- @ltbarcly3 (0): Intentionally misleading title. They are changing the support horizon for new sales only, not ending anything early.
- @someperson (0): I stopped buying Chromebooks and switched to MacBooks after my fantastic Samsung Chromebook Plus ARM units stopped getting updates after a few years, around the same time the 10 year from release support commitment for new devices was made. Unfortunately Samsung no longer make C…
HN讨论一种专门用于概率决策的AI模型架构，引入"noul"新概念来表达校准过的是/否二元概率值，并与传统LLM推理链路做对比
Jeeves. Reasoning improves Jev-like decision models
受众观点：①"noul"新术语的定义合理性和社区接受度；②autoregressive reasoning与单次前向传播的性能权衡；③开源决策模型的可用性
展开评论
- @alienbaby (0): Just curious, where has this term 'noul' come from for yes/no ansers? /a bit more digging and.. A Noul performs a Bernoulli trial—an experiment with exactly two outcomes (yes or no)—but instead of picking one, it returns the calibrated probability (ranging from 0.0 to 1.0) that…
- @hjun1052 (0): If the model does autoregressive reasoning before the decision, doesn't that give up much of what a Jev-style model buys you (a single forward pass, cheap calibrated probabilities)? Or is the point mainly to keep the typed output and probability interface while getting better ac…
- @zerop (0): Are there "good" Open source Decision models built on Gemma-4 and also trainiable on own data?
- @raverbashing (0): Jeeves, that's a name I haven't heard in a long time...
- @woadwarrior01 (0): This isn't really surprising. LLM reasoning and before that, chain of thought prompting are essentially forms of test-time compute scaling.
HN讨论在Godot游戏引擎中通过GDExtension集成C++代码的实践经验，涵盖Linux下libstdc++版本兼容性坑点和Rust绑定替代方案
Using any C++ library in Godot
受众观点：①Linux下libstdc++版本兼容性问题的实际解法（versioning script vs static linking）；②Rust GDExtension绑定作为C++替代方案的可行性；③C++与Godot之间零拷贝数据传递的可能性
展开评论
- @fwsgonzo (0): Just don't forget the versioning script needed on at least Linux. It's either that or build with the same older distro Godot uses, so you have a matching libstdc++ version. You can link with a newer stdlibc++ but you will need a linker versioning script that hides your impl from…
- @valorzard (0): If you know rust, the Godot rust bindings for GDExtension are also really good and let you use any Rust library in Godot (including tokio and async rust if you really want) https://godot-rust.github.io/
- @zerr (0): > // Copy the position of every entity into the MultiMesh buffer So, is a zero-copy impossible due to world (C++ vs Godot) boundaries?
- @jokoon (0): So it requires writing a CMake script, some python, and some weird C++ code. A bit tedious but that's how it goes.
- @hnacobsxph (0): Static linking libstdc++ with -fvisibility=hidden saved me on Linux, though it bit me the day I needed exceptions to cross the boundary.
HN讨论平台工程团队在没有PM和明确市场的情况下如何自我驱动、识别真正有价值的工作而非陷入自我服务式的"发明工作"
A Staff Engineer's Guide to Inventing Work
受众观点：①@dabedee 关注平台团队本质上应产品驱动而非工程驱动，"被捆绑的用户"并不等于没有其他选项，服务意识才是关键；②@juancn 提出"what's going to kill us next"的实用优先级哲学，识别最大风险并持续清除；③@sigbottle 从个人项目角度代入，关注如何在没有外部约束时保持对项目的驱动力和意义感
展开评论
- @nmehner (0): "inventing work" = "requirements engineering" "Inventing work" is a strange phrase to use imho.
- @juancn (0): I use the "what's going to kill us next" philosophy. Figure out what that is and do something to avoid it. Wash, rinse, repeat.
- @dabedee (0): > Platform teams are engineering-led rather than product-led. There is almost never a product manager handing you a roadmap, no revenue line to follow, and no market to lose. It's precisely because of this framing and mentality that platform teams don't actually serve people wel…
- @aaroninsf (0): I feel seen, but agree, I would have used "identifying and prioritizing work"... ...but I will admit, it does sometimes feel inventive, and when I describe what I do, it does feel... inventive... in some sense. Particularly "no one in the org asked me to..."... instead it's almo…
- @sigbottle (0): I wonder how this applies to personal projects. I find it hard to motivate myself to just "study a textbook". I do do so, but it almost always feels useless compared to actually doing something. It doesn't have to be grand, but it needs to be something I can at least "trick" mys…
AI 工程师 tereza_tizkova 在 AI Engineer 大会上的演讲视频已上线 YouTube，引发社区关注和观看讨论。
my AI Engineer talk went live on YouTube! ▶️ https://t.co/kJ6q2FOC7s https://t.co/qooNPQVWRh
受众观点：①@sofiiiiiasz 主动邀请 tereza 参加另一个 tech week 活动，说明她的 speaker 身份在圈子里有认可度；②@diogo_aoliveira 和 @EvaXYZH 都表示正在或已经看完，说明视频有实际观看转化；③整体评论以鼓励和互动邀请为主，话题热度真实
展开评论
- @sofiiiiiasz (2): @tereza_tizkova hey @tereza_tizkova! would love to have you speak at our tech week event on software factories (https://t.co/XQdNb24i6W) lmk if you're interested(:
- @diogo_aoliveira (2): @tereza_tizkova @ain3sh Watching it
- @prathamdby (2): @tereza_tizkova Damn, that's crazy.
- @HarryStuck77 (1): @tereza_tizkova Great talk!
- @EvaXYZH (1): @tereza_tizkova Saw it this morning, really good!!
OpenAI 在 DevDay 推出月费 500 美元的新 Pro 计划，引发用户对 AI 服务定价策略的强烈质疑与吐槽。
OpenAI dropped new Pro plan for 500 USD. https://t.co/KSj9tEs3l3
受众观点：① 用户嘲讽口号与高定价的矛盾 ② 高定价正在推动用户流失到 Gemini ③ 用户对之前传出的降价预期落空感到失望
展开评论
- @mhdfaran (2): @ai_for_success fck really?
- @Pay2Win___ (2): @ai_for_success Intelligence for everyone 😂😂😂😂
- @xajiopx (2): @ai_for_success that’s why we using Gemini
- @njsaugaat (1): @ai_for_success talks of lowering the price --> 0😭
- @xtrs12e (1): @ai_for_success We have ads now in GPT Plus! https://t.co/PYi6j5rQqy
OpenAI 在 DevDay 发布了基于 Luna 模型的 Decisions API，开发者社区普遍认为不过是 Luna 的产品化包装，实测速度和准确率未必优于现有的 Jev 方案。
OpenAI just launched the Decisions API using Luna. Jev killer?
受众观点：① 社区认为 Decisions API 是 Luna 的 wrapper，GPT-3 时代就能做的事 ② 实测 Jev 在速度和准确率上仍更好 ③ 底层用 Luna 会导致成本过高
展开评论
- @BryanMcAnulty (13): @iannuttall It’s a Luna wrapper! From what I understand so far it is all marketing. You can use Luna the same way without this by giving it a list of decisions and telling it to output a choice and nothing else. The same thing we have been doing for classifiers and decisions sin…
- @kieranklaassen (7): @iannuttall jev is still faster and more accurate in my testing
- @RichardWinser (3): @iannuttall No wonder they refused to talk about Jev ever. They have an opinion on everything.
- @prograomer (2): @iannuttall If it's using Luna, then it's already too expensive.
- @tilomitra (2): @iannuttall Yep. Was only a matter of time. Rate of commodification is crazy.
@robj3d3 宣称爆款是纯技巧、零运气，并以此为钩子推广即将上线的内容增长视频付费课程。
Going viral is 100% skill and 0% luck: https://t.co/vXRh8BjLzx
受众观点：① 话题引发了轻松的自我调侃式互动，氛围偏娱乐 ② 帖子本身是一个内容转化漏斗的演示案例 ③ 有人在元层面观察这条帖子自身的传播行为
展开评论
- @robj3d3 (10): I'm sharing everything I know about how to print views and get customers in my upcoming video course. If you pre-order you get an exclusive bonus SEO module :) https://t.co/blwM27oDNG
- @siyabuilt (5): @robj3d3 so you‘re saying I‘m skilled yeah?
- @BodgarKwizera (2): @robj3d3 @siyabuilt was ur intention to make this viral?...if it does end up becoming viral...u'll def be the greatest aurafarmer of all time
- @moonfarm_dev (2): @robj3d3 @siyabuilt Haha damn, that's one lucky dude to get tips from a legend 🤩
- @brannonhogue (1): @robj3d3 @siyabuilt You are literally the goat bro is this 1:1’s that you offer? Is this going to be info in the course
@robj3d3 警告 OpenAI 降低订阅价格背后有隐忧：可能是在为彻底切换到纯 API 计费模式做铺垫，用户不应被表面的"便宜"迷惑。
We don’t want cheaper. Because we know that means you’re just preparing to switch to API pricing only.
受众观点：① 社区对今天整体发布情绪负面，称为"Fday" ② 存在真实观点分歧：API 计费未必是坏事（如果价格够低） ③ 这个担忧触达了开发者对 AI 基础设施失控成本的深层焦虑
展开评论
- @robj3d3 (10): And if you don't think that's gonna happen Explain THIS 🥴 https://t.co/uXf6BUoi11
- @Lorkydey (2): @robj3d3 That was not a devday that was the Fday
- @itselgemmy (1): @robj3d3 I mean, where's the problem if the models are cheap enough that we can get reasonable amount of work with the api pricing? am I missing something? I don't think the amount of $$ you get for the price is a correct measurement
- @bc1pjordi (1): @robj3d3 In europoor we are fucked up https://t.co/vB1Rw4QRuh
- @bil0090 (1): @robj3d3 The day the AI labs do this, its over
tereza_tizkova 创建的 @droid 开发者社区达到 7000 成员，她分享了用户反馈驱动产品改进的过程，并感慨没有足够时间与每个用户深度交流。
The little/not-so-little-anymore @droid account hit 7k today! 🎉 nice to see community grow and learn from opinionated builders in the space. A lot of things within the product have improved thanks to…
受众观点：①@adityavg13 @prathamdby 等都在表达对 @droid 产品的喜爱，说明社区有真实粉丝基础；②@Chris_Wozniczek @itsnoahd 的祝贺评论说明 7k 里程碑在圈子里被视为值得庆祝的成就；③整体评论情绪积极，是典型的里程碑庆祝帖
展开评论
- @adityavg13 (3): @tereza_tizkova @droid I love droid
- @prathamdby (3): @tereza_tizkova @droid Let's go!
- @Chris_Wozniczek (2): @tereza_tizkova @droid Nice! Congrats:)
- @itsnoahd (2): @tereza_tizkova @droid Congrats!!
- @adityawaslost (2): @tereza_tizkova @droid 🔥
OpenAI在Dev Day发布Dots Agent，但Elon Musk抢先注册dot.com域名并将其重定向至Grok Bot
OpenAI launched Dots Agent. Elon Musk probably bought dot[.]com as It’s redirecting to Grok Bot. https://t.co/y9bPJ5Prcy
受众观点：①评论区主基调是嘲讽OpenAI忘记买域名（@rajuvamsi007 说Sam忘记给自己的dot买域名）②关注Elon vs Sam竞争戏剧性（@michi_stories elon is busy redirecting them）③技术讨论接近为零，全是情绪表达
展开评论
- @rajuvamsi007 (1): @ai_for_success Classic Sam. He must have forgotten to give the task of buying the domain to his dot!!
- @michi_stories (1): @ai_for_success open ai is trying to connect the dots. elon is busy redirecting them
- @HarshithLucky3 (1): @ai_for_success 😂😂
- @Chaos2Cured (1): @ai_for_success lol. 😂 Let’s go, Grok. 🔥 •
- @upeshinmars (1): @ai_for_success Sure seems like it
开发者社区用经典You had one job梗图嘲讽OpenAI发布Dots时dot.com域名已被Elon Musk抢注并重定向Grok
You had one job: https://t.co/BQqJhtC9tS https://t.co/ILjPnMdbB9
受众观点：①对Elon操作的钦佩和嘲笑并存（@dancebotarev gotta give it to Elon，@moonfarm_dev 配梗图）②发现其他相关域名也被抢注（@jedfrankowski also taken xd）③情绪主导，信息延伸很少
展开评论
- @iniyanai (3): @robj3d3 🤣🤣 https://t.co/OeOO2f89NF
- @dancebotarev (1): @robj3d3 This is hilarious, gotta give it to Elon
- @moonfarm_dev (1): @robj3d3 Musk when he bought it just before their presentation https://t.co/SLhUKisvZQ
- @jedfrankowski (1): @robj3d3 https://t.co/WrsBbm7slU also taken xd
- @MoNaveedMajeed (0): @robj3d3 Redirects to grokbot LMAOO
codyschneider现场演示用serper.dev抓取竞品、firecrawl拉取全文、Claude生成内容，38分钟将LinkedIn文章推上Google搜索首页
i ranked a linkedin article #1 on google 38 minutes after publishing it, live on a podcast keyword: facebook ads for kitchen remodeling how scrape page 1 of google for the keyword with serper .dev pu…
受众观点：①工具链选型和步骤可行性（raw_text明确提到serper.dev、exa、firecrawl、Claude的组合顺序）②SEO结果速度的真实性（@itsthedonhashim 补充了反链检查角度）③codyschneider评论区几乎全在推广自己的Graphed.com，真实技术讨论被淹没
展开评论
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/jMcqvIIXvL
- @codyschneider (1): Oh and sub to my YT channel to learn marketing engineering - https://t.co/rrI2gTFT7J
- @itsthedonhashim (1): @codyschneider @codyschneider nice move! one thing I'd do is check competitor backlink profiles. sometimes you spot easy wins or gaps they missed that could boost your ranking even more.
- @sklyarov (0): @codyschneider Thanks for the idea. I have just posted the first one
OpenAI Dev Day 2026实况汇总：Dots智能体基于Astra模型仅限Pro $200月费用户，ChatGPT同步发布Spaces协作文档功能
OpenAI Dev Day 2026 is going live, and here are all the updates you want to know about. OpenAI just launched Dots, an always-on AI agent similar to Grok Bot, powered by Astra. It requires the $200/mo…
受众观点：①Plus用户被反复排除的挫败感（@BrunoFerre30405 Plus users once again getting fucked）②对Dots订阅门槛的真实困惑（@ayush16960 困惑$100 vs $200计划）③ChatGPT Spaces几乎没有讨论热度
展开评论
- @ai_for_success (18): 2/n ChatGPT just launched Spaces. A new canvas for working with documents, pages, presentations, and more. https://t.co/5MRDUo8ZsQ
- @BrunoFerre30405 (2): @ai_for_success Plus users once again getting fucked
- @ayush16960 (0): @ai_for_success Wait I can’t use dots on the $100 pro plan?
- @ArtJanDark (0): @ai_for_success Till now clawdbot+canvas reanimated
tereza_tizkova 提出用"该角色对哪个指标负责"来区分 Growth、Marketing、DevRel、GTM 等职能角色的实用判断框架。
if you still dont understand the difference between Growth, Marketing, Devrel, GTM and others, just look at which metrics person with this role owns.
受众观点：①@nitinkanchi 追问"GTM 和 Growth 共用一个 dashboard 时谁拥有那个数字"——这是实际组织中最容易模糊的边界；②@ondrej_sh 说"这看起来像一篇病毒式博客文章"，说明大家觉得这个观点有传播潜力；③@TrapGamma 补充"头衔可以重叠，但记分板不行"——进一步深化了核心论点
展开评论
- @nitinkanchi (1): @tereza_tizkova So who owns the number when GTM and growth share a dashboard?
- @ondrej_sh (1): @tereza_tizkova this looks like a viral blog post
- @HarryStuck77 (1): @tereza_tizkova @grok please help me
- @anspruchde (1): @tereza_tizkova 💯
- @TrapGamma (0): @tereza_tizkova Titles overlap on purpose; the scoreboard doesn’t. If two people claim the same number, one of them is ornamental.
有人用OpenClaw搭建自动销售泳池安装服务的AI agent，能扫描无池房屋并邮寄含AI渲染效果图的个性化明信片，引发评论区关于AI agent demo真实性的激烈争议
someone built an OpenClaw agent that SELLS pool installations on autopilot. finds $500k–$1.2M homes without pools renders a pool in their backyard and mails a before/after postcard. https://t.co/bE0X…
受众观点：①AI agent demo真实性与可信度（@mathiasjonss质疑技术细节）②AI个性化营销内容商业可行性（@dhiran_dev认为高转化）③AI营销手段泛滥后的用户免疫问题（@VladGersh担心过度营销）
展开评论
- @mathiasjonss (405): @shiri_shh So we're just reposting blatantly fake AI lead-gen vids to a guy selling courses on how to vibe code? Come on... Tool calls like that don't complete at 1 sec at perfect intervals and the failure rate of most of those steps is likely >30%.
- @VladGersh (333): @shiri_shh cool until every pool company runs this and homeowners start getting 47 AI-generated postcards a week showing different pools in their yard
- @shiri_shh (246): holy shit... this is now in TRENDING 😭 https://t.co/tANZ3cQEDV
- @dhiran_dev (123): @shiri_shh this is actually genius... imagine getting a postcard with YOUR house + dream pool. how could u not call?? https://t.co/H1fw4xGHba
- @Andrey__HQ (45): @shiri_shh This is super cool and it’s from satellite data. Unfortunately (I reached out to the guy) this is just a https://t.co/kaVfr0aYVE chat and its all hardcoded But I’m sure that you could actually build this out
开发者marshallrichrds将OpenClaw安装在25美元旧手机上打造ClawPhone，探索AI agent在低成本IoT硬件上运行和控制物理设备的实际可能性
ClawPhone is alive. I installed OpenClaw on a $25 phone and gave it full access to the hardware. I haven’t explored everything yet, but it’s a cool formfactor for agents to run on. https://t.co/lp1l1…
受众观点：①OpenClaw在IoT/硬件场景拓展潜力（@Teslanaut感叹Internet of Claws）②旧手机/低成本设备做AI agent host的可行性（@zhixianio分享了同类开源项目）③agent实际能力边界（@marshallrichrds补充了邮件/日历/浏览等能力）
展开评论
- @marshallrichrds (290): Beyond the phone specific tasks I showed off, I think a ClawPhone is great cheap way to test out OpenClaw on an isolated device. It can do all the normal OpenClaw things like hook into email systems, put stuff on your calendar, write programs, browse the internet, etc. But I thi…
- @Teslanaut (107): @marshallrichrds Internet of Things is becoming Internet of Claws
- @sudo_goreng (42): @marshallrichrds Man, you keep posting banger after banger ClawFridge when?
- @zhixianio (20): @marshallrichrds Built a tool to turn old Android phones into AI agent hosts. No CLI, no servers. Open source, feedback welcome 👏https://t.co/8QegZwyI59
- @foundrceo (17): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
独立游戏开发者Cakez历时4年零收入打造像素塔防游戏Tangy TD，Steam上线首周售出28078份净收197847美元，开后台看到数据当场落泪
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：①独立开发长期坚持的精神代价与现实压力（@kevinma_dev_zh佩服能坚持）②家庭/伴侣支持对独立创业的影响（@HZyrn羡慕好夫人，多人延伸到中外对比）③Steam独立游戏长尾爆发可能性（近6000赞说明大量开发者视为励志参照）
展开评论
- @HZyrn (247): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (154): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
作者授权 Claude agent 调用 Runway MCP，全自主完成一部关于超级智能的 Netflix 风格五分钟纪录片，展示 opus 5.5 的创作能力边界。
i'm still not sure people are fully getting how good opus 5.5 i gave my claude agent fig access to the runway MCP and told it to make a 'high-end netflix style documentary about superintelligence for…
受众观点：①原始 prompt 写法引发大量关注（@gavinpurcell 置顶 229分），受众想学约束设定技巧；②AI 生成内容的幽默感与叙事质量成为新评判维度（@tobymajoby @felixrieseberg）；③对 AI 视频质量的质疑声音也存在（@juminoz 指出节奏/写作问题）。
展开评论
- @gavinpurcell (229): here's the actual prompt i gave it & i had to do two small fixes (had a few flash frames and the graphics we positioned wrong) but that's it GOOD LORD "here's what i want you to work on: a five minute explainer of super intelligence but for dummies... like you can choose who and…
- @tobymajoby (75): @gavinpurcell "rather like my first husband" 😂
- @felixrieseberg (49): @gavinpurcell "This was a thought experiment for people who don't get invited to parties" HEY NOW
- @deepwhitman (10): @gavinpurcell nice - can probably do AI Cunk as well 😆
- @juminoz (6): @gavinpurcell Still feels very off. Pacing is off, writing is off, etc
盘点了 10 个开源 GitHub 项目（含 Mem0 等）专门解决 AI agent 每次新会话从零开始的记忆持久化问题。
AI memory is getting f...cking illegal 10 open-source GitHub projects that stop agents from starting from zero EVERY new session 01 Mem0 ▸ https://t.co/cL4P7Yvdjd → 66K+ stars 02 Hindsight ▸ https://…
受众观点：①受众最关心实际可用性改善（@gippp69 提到跨会话保存 context 让 agent 少烦人）；②受众有自己的工具偏好并愿意补充（@vornamemitd 推荐 Honcho）；③存在明确的选型需求，受众在主动寻找解决方案（@beamnxw）。
展开评论
- @ridark_eth (3): @Lummox_eth Clean lines and clear structure in this terminal
- @vornamemitd (3): @Lummox_eth Honcho needs to go on that list imho.
- @gippp69 (3): @Lummox_eth saving user context between sessions always made my ai agents way less annoying to work with
- @beamnxw (2): @Lummox_eth this is what I was looking for
- @PolyDekos (2): @Lummox_eth I'll keep this selection for myself.
两个GitHub开源项目将A股与美港股免费数据源整合为AI Agent可调用的Skill文件，宣称彻底告别反爬虫折磨和昂贵数据费
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：①开发者关注如何低成本给AI Agent接入金融数据，不想付高昂数据服务费；②有人直接追问特定agent兼容性（@user82008200 问是否支持hermes agent）；③有人已踩过IP封禁坑，对稳定性持保留态度（@MrO1918453 "我一个项目就接入了，IP被封"）
展开评论
- @BTCqzy1 (23): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (2): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @MrO1918453 (2): @BTCqzy1 用处不大，我一个项目就接入了，IP被封
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
微软资深AI工程师发布34分钟免费教程，演示团队如何将Claude与Opus 4.7结合超过1400个MCP工具构建企业级AI Agent
Un ingeniero senior de IA en Microsoft acaba de revelar cómo los equipos de Microsoft crean agentes de IA con Anthropic. 34 minutos de taller gratuito, directamente por el equipo de Microsoft. Opus 4…
受众观点：①多数评论对微软/Azure的企业体验表达强烈不满（@m_urgunukku 直接批评UI和Azure）；②有人对企业级AI工具实用性持怀疑态度（@R34469777Gordon 对最烂软件加AI的讽刺）；③有人想了解具体使用场景（@DanielL30235622 问什么情况下用得上）
展开评论
- @R34469777Gordon (3): @karlarboledas Wonder why people are AI doomers? Let’s take the worst shit pile of software and give it AI.
- @vivistac (2): @karlarboledas me guardo esto!
- @DanielL30235622 (2): @karlarboledas @grok in welchen Fällen könnte man das gebrauchen?
- @m_urgunukku (2): @karlarboledas Go ahead just click here there than click here there bla bla blazzz they can fuck off with their shitty ui and azure bs
- @rykitchel (2): @karlarboledas I dont know if I can trust a dev that has their start button/icons center aligned.
热帖讨论 Anthropic 亏损 420 亿换 42 亿营收的商业逻辑，预测上市后免费好时光将终结，Cursor 和 GitHub Copilot 被点名为主要客户
The free ride will be over when Anthropic goes public. Losing $42 billion to get $4.2 billion in revenue only works in startup land.
受众观点：①@perhapssergio 指出 Cursor 和 GitHub Copilot 可能是主要客户，关注 B2B 营收结构；②@NoSlicedMushrooms 提醒在信息不足时不应妄下结论；③@s_s_n_e_g 分析训练成本是大头，停训后推理成本会大幅下降
展开评论
- @perhapssergio (132): Cursor and GitHub Copilot
- @mwon (116): Who are the "two customers"? Was that info leaked as well?
- @NoSlicedMushrooms (101): Rest assured that nobody here has the first clue how to run a company like Anthropic, so nothing said in this thread should be believed.
- @fligglymcgee (79): One of them has to be my neighbor, he was a sales engineer for Hubspot up until two years ago and now he’s a full-time solo “ai assisted app developer” You may know him, he has a bunch of alts on Reddit and posts 6k new “I built” threads a day on each tech subreddit. Oddly, he s…
- @s_s_n_e_g (72): Rhey spend money on training new models during the peak demand for compute. If they stopped training today and just offerred what they have, and that part of demand went down, the costs would fall 100x.
用 Claude Sonnet 5.5 协调 14 个子 Agent 生成 30 秒 1080p 60fps 动态图形视频，API 成本仅 35 美元，比同等 token 量跑 Opus 5.5 便宜 43%。
It's 30 s, 1080p, 60 fps. Snoo assembles itself, kinetic type, a subreddit marquee, a 3D upvote with a karma counter, an isometric feed that sorts itself, an r\\place timelapse, a trending bar-chart…
受众观点：①@Rock--Lee（score 70）指出对比方法论有问题：不同模型的 token 消耗量不同，直接套价格对比无效，需要完全相同的任务跑两遍才能比；②@oxmannnn（score 115）和 @InterstellarReddit（score 76）是评论区得分最高的两条，都在问原始 prompt，说明大家最想要的是可复现的工作流而不是结论；③@Fusseldieb（score 38）分享截图回应，说明对输出质量的直观反应仍是社区关注焦点。
展开评论
- @oxmannnn (115): "make a dynamic 30-second motion graphics video about Reddit that shows what an incredible motion designer you are. and not too fast, people should actually understand what the video is about."
- @InterstellarReddit (76): What was the prompt here ?
- @Rock--Lee (70): You can't use Sonnet and then apply its token usage to Opus pricing and then compare them like that. You need to run the exact prompt on both, so you can see how much each uses. Because Sonnet can be 2x cheaper, but if it uses 3x the tokens, it will still be more expensive to re…
- @frogchungus (48): no way
- @Fusseldieb (38): https://preview.redd.it/t5u0ewprshsh1.png?width=480&format=png&auto=webp&s=34b485ab8ad676338a11166f6610b286a5b0be25
r/SideProject 发起的项目互晒互评帖，119 条评论里包含大量独立开发者正在做的工具和网站，每人分享链接、用途和技术栈。
Hello, I am a big fan of seeing other people work on their own video-coded projects, and I'd like to see what useful tools/website you guys are working on. So just post it in the comments! Share your…
受众观点：① rafaelgandi2 等展示小工具，关注是否有实质反馈 ② ChemicalOk9626 做云成本比较，代表工具化建设者 ③ greyzor7 推广 microlaunch，说明有寻求分发渠道的 founder
展开评论
- @rafaelgandi2 (6): I made an app that turns google drive photos into professional photo galleries. https://www.scansgallery.com/
- @ChemicalOk9626 (5): I"ve built [https://cloudcompare.dev/](https://cloudcompare.dev/) to enable cost-aware cloud infra decisions - it is not yet perfect, but on the way hopefully :)
- @StrikingAnxiety2747 (5): I created [YouGuide](Https://www.youguide.com.ar), a 100% audio-based mobile app for tourism that tells you the history of the locations, plus an up-to-date cultural agenda, sightseeing tours, and rewards.
- @greyzor7 (4): Thank you! I'm building an all-in-one marketing pack for founders who want more than "just another launch" Launch, reach 30k+ makers, get real users & customers - [microlaunch.net/premium](http://microlaunch.net/premium) Lifetime, auto-distribution, marketplace spots for you…
- @AIWORK1233 (3): I like the idea. Where do you get the big amounts of information from?
一位独立操盘手分享其制作人鼓包销售业务被 AI 冲击的真实数据，年收入从 €51.6k 暴跌至 €12.2k，买家开始用 Suno 生成音效代替购买付费音效包。
For the past 5 years I've been the person behind drum kit launches for producers you've probably heard on your playlists. They made the sounds. I did everything else: the store, payments, packaging,…
受众观点：①强烈共鸣与恐慌（Bad_Baboon 说10年 motion design 技能被最新 Claude 模型干掉，trying-to-whistle 感叹创意市场"50倍难了"）②数据归因的严谨性（HorrificFlorist 建议做专业审计而非直接归因 AI，质疑是否有质量、品牌等其他因素）③作者自己的用户调研数据（trying-to-whistle 引用作者回复：调查显示80%客户说因能用 AI 生成而停止购买）
展开评论
- @Bad_Baboon (122): welcome to the party. my last 10 years developing motion design skills just got fucked by the latest claude model.
- @ross2000 (50): Maybe get AI to do the audit ;)
- @trying-to-whistle (37): sad to hear that bro, it will be hard to survive in near future if you are in a creative market. it was fckin hard before as well but now 50x hard
- @trying-to-whistle (37): fair question and honestly I asked myself the same thing before blaming AI. we ran a survey with past customers and people who had signed up for launches but never bought and around 80% said AI was the main reason they stopped buying or never bought. most of them said some versi…
- @HorrificFlorist (33): Not to be that guy but i will. Have you hired a agency to do a proper audit of what is happening to your business demand and why as opposed to making assumption that its AI? I am not saying AI is taking a bite out of this this pie because it is, but there might be other reasons…
用户基于 OpenAI 降级模型趋势，讨论 AI 订阅服务 $20/月的超值定价是否可持续，以及我们是否正在经历"AI 的无广告 YouTube 早期"
After seeing how OAI has nerfed its models and how it seems to be moving away from the subscription model by incentivizing API usage through discounts, I’m starting to wonder what happens if Anthropi…
受众观点：①@HikeCarolinas 用"无广告 YouTube 早期"比喻当前阶段，预测上市后系统性降级；②@Eymrich 认为中国开源模型会持续施压商业公司维持竞争力；③@brunoplak 预测垂直场景 token pack 付费分层和 AI 搜索广告位竞价
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- @HikeCarolinas (198): We are in the early ad free YouTube days of AI. Once OpenAI and Anthropic are public enshitification will intensify.
- @Eymrich (79): China to the rescue. Open models force the AI company to do optimizations and to make money from inference instead of monopoly. Imho we are always going to have subscriptions, because they force you to use their harness/cli tools that way they have even more data and control ove…
- @brunoplak (70): Not just that, but soon we may see more restrictions on what you can and can't do. You may have to buy in the future a "game developer kit" token pack or "research engineering for school" kit or whatever. And then they could start inserting advertisement in search results, if th…
- @bitsperhertz (50): Only possible so long as open source models are banned "for safety"
- @emulable (36): If it weren't for China I'd have a much bleaker outlook on the future of AI.
用户对 Sonnet 5.5 产品定位提出困惑，社区共识是主要面向免费用户，同时有人发现 low thinking 设置在特定任务上反而优于其他档位
The figure is benchmark from artificial analysis. I am confused. I get it that sonnet 5.5 is supposed to be much faster and cheaper to Sonnet 5, but according to this graph, it would just be a nerfed…
受众观点：①@dcidino 建议用于中低优先级和定时任务，给出实际使用框架；②@AMBNNJ 认为价格差不多不如直接用 Opus，代表多数用户直觉；③@Razorfiend 提供 Sonnet 5.5 low 在媒体偏好匹配任务上优于所有其他档位的一手实测数据
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- @dcidino (84): Use it on Med/Low. Use it on scheduled activities.
- @MeFistYo (44): I'm not an expert but I guess it won't overthink that much and stick to it's basic task?
- @AMBNNJ (40): yeah dont get the purpose of it. Will still use Opus. Its just as expensive if you look at the amount of tokens.
- @stephendt (33): Free users who want a good model for a one-off task
- @Razorfiend (22): Sonnet 5.5 low consistently performs better than sonnet 5.5 high or medium and also better than sonnet 5 low and opus 5.5 low on a task involving picking media for a user based on prior ratings and preferences. So it definitely has its uses.
用户用单个 prompt 驱动 Claude Code（Opus 5.5）独立完成 3 分 38 秒 1080p60 动态图形视频，含 ElevenLabs 音乐集成、3D 角色歌词同步动画和 8800 行代码
I gave Claude Code (Opus 5.5) one detailed prompt, "a premium, story-driven motion graphics video about AI fear-mongering, with real events and an anime AI character", plus a few rounds of feedback.…
受众观点：①@Level_Knowledge5472 详细拆解 Opus 5.5 执行步骤（研究、故事、ElevenLabs API、Remotion 代码库），一手执行记录信息密度极高；②@filwi 质疑证明链，要求公开工具记录和 token 成本；③@Metalwell 关注 AI 内容与人类创作区分边界正在消失
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- @almostsweet (43): https://preview.redd.it/tl8l7ifkresh1.jpeg?width=800&format=pjpg&auto=webp&s=57781daad2339f7db8f54d758b905400536f3166
- @Level_Knowledge5472 (18): First i gave a prompt detailed prompt of what video i want and i told it to use whatever it needs and install any tool or resources it needs. What Opus 5.5 did \- Research: found and fact-checked every quote, tweet, headline and number from 2014 to 2026. Everything on screen is…
- @filwi (16): A) Holy shit!!!!! B) Full feedback transcript, tools used, and token cost or it didn't happen. 😂 (Edit for clarification, since the replies suggest people don't get the laughing emoji: yes, the second line is a joke. That said, I'd still love to se what tools Opus used to come u…
- @Level_Knowledge5472 (11): I gave it access to elevenlabs api key for song generation😭
- @Metalwell (9): This is actually very catchy, wtf. The point where we are able to tell the distinction between AI made content and Human made content is coming to an end
Anthropic 在 OpenAI Dev Day 前夕发布 Opus 5.5 和 Sonnet 5.5，引发开发者对三家大厂竞争格局和发布节奏博弈的深度讨论
Interesting day tomorrow
受众观点：①@VexObserver 关注编码可靠性、自主运行时长和减少"almost correct"实现，纯实用主义；②@gicegicebaby 质疑 Google 撤回 Astra 6.1 是竞争压力而非安全原因；③@Elegant_Tech 关注三方发布博弈节奏
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- @VexObserver (137): OpenAI now has a much higher bar to precede for Dev Day than it did a week ago. As a coder myself, I’m less interested in another flashy model name and more interested in whether those 20+ launches actually translate into better coding reliability, longer autonomous runs, faster…
- @gicegicebaby (117): Pulling Astra 6.1 for “safety concerns” less than 24 hours before Dev Day is pretty convenient timing. Seems more likely they weren’t expecting Opus 5.5 to be this good.
- @Ok-Lengthiness-3988 (52): One year from now, Claude Olympus 12.9 has a 10-billion-token context window and costs 10 cents per billion output tokens that it spits out at one million tokens per second. Also, a 16 kilobytes RAM extension card from your 1984 Apple II computer sells on eBay for $250,000
- @Elegant_Tech (48): Anthropic hitting OpenAI before Dev day while Google is hitting them after. Google who normally does Wednesday release could do the funniest thing this week if they wanted to.
- @one_tall_lamp (42): It seems like every week is turning into a good week for us. Feels like progress has been accelerating sharply lately.
Jellyfin 开源媒体服务器的 OIDC 身份认证 PR 虽已完成却被维护者搁置，原因是需要先重构底层认证架构，引发社区对开源项目功能合并标准的大讨论。
Worth having a read if you were keen/excited for the OIDC Pull Request that looked completed and was filed somewhat recently, or if you're keen for a status update in general. Looks like they don't w…
受众观点：①维护者拒绝合并的理由（Shane75776 score 569 分析维护成本）②认证应是基础架构还是插件（Unhappy_Purpose_7655 score 61 坚决反对插件方式）③用户对功能的迫切需求与正确实现的张力（clintkev251 score 114 说 better to do it right）
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- @Shane75776 (569): I 100% agree with them. Saying "Despite PR being ready" is not a valid reason to merge in a system that will be a pain in the ass to maintain as is. They provide perfectly reasonable explanations as to why they don't want to merge it and what the author can do to make it accepta…
- @clintkev251 (114): Yeah, as much as I really want this feature, it’s better to do it right. Hopefully those Auth overhauls will actually be prioritized
- @Aussie6869 (76): As a maintainer of one of the OIDC plugins for 12.0, I need to agree with the maintainers of Jellyfin that the backend Auth needs to be cleaned up and prepped for it as well as introduce some frontend behaviors on clients before implementing OIDC. I face several limitations on c…
- @Unhappy_Purpose_7655 (61): Hard disagree on the plugin method. When it comes to auth, it needs to be foundational to the platform not some bolt on plugin that may or may not continue to be supported/maintained.
- @destruction90 (38): You're right, I should have chosen a better title - sorry everyone. I commented on my cross post here; >I 100% get where the devs are coming from and they're the ones who ultimately maintain this awesome project for us. No discredit or complaint intended. It's just a tad sad…
有开发者用 Claude Opus 5.5 配合 React 和 Remotion 纯代码生成产品宣传视频，无需 After Effects，并在评论区开源了完整的 prompt 模板供复用。
https://reddit.com/link/1wt8q02/video/3patu84xcgsh1/player this entire video is code. 0 after effects gonna open source the prompt template behind these, lmk if you want it
受众观点：①完整 prompt 模板最受追捧（fveiras 贴出详细 React/Remotion 提示词获65分，是全帖最高票，大家要的就是能直接用的模板）②产品效果质量有争议（jamesbretz 直接说"像实习生水平"，creaturefeature16 指出视频漂亮但看完不知道产品是什么）③是否需要替代工具（hockeyketo 推荐 HyperFrames skill，Rockstar2121 调侃"还需要生成这个 prompt 的 prompt"）
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- @fveiras (65): You are a creative developer and motion designer. Build a polished product video entirely with code, using React and Remotion. Treat this as a small motion design project. Think about composition, typography, pacing, and visual storytelling alongside the implementation. PROJECT…
- @Rockstar2121 (20): I think we need prompt that created that prompt:)
- @hockeyketo (14): You don't need all that, just use HyperFrames skill
- @jamesbretz (9): That looks like shit man. Intern level production. I would be embarrassed to post content of this quality.
- @dizzygoldfish (7): I'm of the age where I don't know if cracked is good or bad. Assuming cracked is a good thing based on context clues... Ha
自托管服务监控的经典难题：监控系统与服务器同处一个网络，服务器宕机时如何通过 Telegram 或 Discord 收到推送告警。
To my fellow techs out there, if you have the monitoring system hosted in the same machine/network as your server, how do you get notified if the network/machine goes down? I have setup a cloudflare…
受众观点：①@wvraven 推荐 healthchecks.io 的 cron+curl 心跳方案，并明确提到 Telegram 和 Discord 集成，直接命中原帖需求；②@dry_humping_ur_couch 用两行话总结了最受欢迎的三件套：Uptime Kuma + Healthchecks.io + Discord；③@EmperorPenguine 推荐 Beszel + NTFY 组合，代表更轻量的替代路线。
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- @audero (10): I don’t do this personally but someone suggested uptime kuma with something like ntfy on a free VPS.
- @wvraven (8): I just started using health checks.io for monitoring some backups. You essentially ping an https stub with curl on a schedule and if your ping is late it notifies you. Set up a cron job to make the curl call and if the machine crashes or network goes down you’ll be notified. Edi…
- @dry_humping_ur_couch (6): Kuma uptime for services Healthchecks.io for server downtime Notifications on discord
- @EmperorPenguine (6): Monitoring? Beszel Notifications? NTFY
- @Thorlius (3): What's considered super cheap? I hoped these guys were cheaper than Hetzner but they're the same or more. $18 a month for 1GB RAM is not what I'd consider cheap.
专业软件工程师呼吁 Claude Code 新增「只读模式」，让 AI 只做代码分析和讨论而不擅自修改文件，现有 plan/manual/auto 模式无法满足这个需求。
There are 4 modes available on Claude Code: auto, manual, accept edits, plan. There should be a fifth one called read-only. In this mode, the AI can go ahead and do all kinds of analysis of what is h…
受众观点：① ElephantElectrical31 关注 session 中途切换模式导致 AI 行为不稳定 ② kirlts 提出 pretooluse Hook 技术解法 ③ namrog84 分享口头指令控制 AI 行为的实践经验
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- @ElephantElectrical31 (28): if you tell cloude to not change anything it behaves good, but if you change back and forth during a session bad things happen, so yes please add a read-only mode (that we can switch)
- @kirlts (18): Claude Code has something called Hooks. Use a pretooluse hook that forbids any tool that does something you don't want it to.
- @InterstellarReddit (17): I use plan mode for these kinda things and it works well. Is there something that you’ve seen that can’t be done on plan mode?
- @namrog84 (15): Yeah. I often just say > no code changes at this time, let's discuss. Then ask it some things with ideas. And then I say yeah lets do 1 and 3. and it executes perfectly fine. I don't think it's ever modified code when I said something like that.
- @peteybytes (7): It already exists sort of. You can use `dontAsk` mode and combine that with `allowedTools` ``` claude --permission-mode dontAsk --allowedTools "Read" "Grep" ```
互联网经典示例域名example.com迎来几十年来首次现代化设计改版，引发开发者社区对前端实现质量、可访问性和本地化设计的广泛讨论
r/webdev example.com got modernized !
受众观点：①渐进增强和可访问性原则（@MT4K 称赞unobtrusive JavaScript设计）②本地化与语言切换的交互设计（@BONUSBOX 吐槽语言切换太快）③代码实现层面的细节质量（@pricop 指出每字母用span包裹）
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- @martian_rover (129): Finally, a website that respects my attention span.
- @MT4K (62): Nice that they used _unobtrusive JavaScript_, so the basic English version does work even with JS disabled. The book icon could have been visible with JS disabled too, though.
- @BONUSBOX (49): dunno why it cycles through languages like that… and too fast to read. they could’ve served a localized version with fallback languages in a simple list.
- @pricop (30): Funny that you say that. Every letter on the website sits in a "span" container. 😅
- @Business-Row-478 (29): Yeah terrible design tbh
开发者用 BlenderMCP 对 Opus 5.5 和 Sonnet 5.5 做 3D 蒸汽朋克鲸鱼建模实测，含完整 token 用量和 API 等价费用（$156 vs $109）对比
I've seen a couple cool demos on twitter of people making detailed robots/mechs and wanted to try making something like that for myself and while I was making the scene with opus, antrhopic decided t…
受众观点：①@BuffaloConscious7919 直接问 prompt，复现欲望强，关注工作流可复制性；②@thisisaskew 具体描述视觉质感，关注创意输出而非只看指标；③@LittleCelebration412 提到游戏/动画落地潜力
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- @thisisaskew (70): The sonnet one looks like they just strapped brass plating onto a real whale and wired it up with some steam engines to give it flight.
- @BuffaloConscious7919 (33): Prompt?
- @Designer-Positive697 (30): Nah, no one shares that.
- @fleton (23): NSFW - Not Safe For Whale
- @LittleCelebration412 (21): looks really cool! Can be a great setting for a game or an animation
来自西班牙的独立开发者花三个月结合AI构建了自然语言卡路里记录健身App，发布后零用户，向社区求助分销方向
I got obsessed with fitness and nutrition and none of the apps I tried felt right, so I built my own (I code, and I have spent a lot of time with AI).You tell it what you ate in plain words, like "ad…
受众观点：①如何找到目标用户和有效获客渠道（@SugarvetFounder 问"who are you targeting?"）②坚持下去的心理建设（@Even-Cockroach6543 "Building is 5% of the work"）③营销预算投入的现实预期（@Even-Cockroach6543 提到需要数千欧元才能跑通）
展开评论
- @SugarvetFounder (21): Congrats on building something mate. Take a breather. Distribution is tough. Let’s start with the basics: who are you targeting?
- @Even-Cockroach6543 (9): New to this world ? Building is 5% of the work welcome
- @Even-Cockroach6543 (8): C’est tout simple Parce qu’il ne savent pas que t’existe Il faut beaucoup de temps Beaucoup d’argent Beaucoup de motivation C’est ici que tout le monde arrête et que t’entend que 99% des boites coule ect Il y a un filtre qui s’active c’est ici entre ceux qui aime vraiment leur p…
- @Ok-District3632 (7): Also you need a better name. CoKarTa sounds like that popular system that manages cap tables.
- @SugarvetFounder (5): That’s okay, but you’ve gotta sell it yourself, you can’t rely on third parties to bootstrap for you. They aren’t invested like you are.
Instagram和Reddit等大型平台的网页版体验持续降级，开发者社区普遍认为烂掉的网页客户端是刻意为之，目的是逼用户下载App以收集更多数据
It is my frustration to realize how utterly broken the web client for Instagram is. Yes, I use firefox, and will continue to use firefox, and that is probably part of some of the issues. However, som…
受众观点：①App优先背后的商业逻辑（@futuristicracism4613 "broken web client is a feature not a bug"，232分高赞）②数据收集是核心驱动（@HalfInchHollow App可收集20倍更多数据）③用户会主动放弃（@ohlaph @defixiones 表示直接停用）
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- @futuristicracism4613 (232): Pushing everyone to the app is the whole point, a busted web client is a feature not a bug.
- @HalfInchHollow (69): They can harvest 20x more data from you with an App, why would they want you to use a web client?
- @ohlaph (59): Yup, LinkedIn, reddit, youtube, etc all do this, it's why I stopped using most of them.
- @Caraes_Naur (40): The web is a strict sandbox. The mobile operating systems and their app architectures were specifically designed to subvert that while convincing consumers that the device itself is secure. Regardless of environment, whatever is being granted permissions are the users.
- @defixiones (40): I just stop using sites when they break on Firefox, I guess everyone wins.
独立开发者使用 WorkOS 搭建身份服务，但第三方 OAuth/OIDC 应用绕过统一认证导致无法做精细化用户访问控制的问题。
I'm running some self hosted services like OpenWebUI, ComfyUI, Immich, and planning to add adventure log soon. I also have some self developed apps running. Current setup: I use WorkOS with a single…
受众观点：①@pepperwithakick 明确指出 Authentik 是"per-app access control 一出现就是最佳答案"，说明社区共识已形成；②@AstralDandy 推荐 PocketID + Traefik middleware 代表轻量化路线，两派立场清晰；③@andurux 分享实际安装 Authentik 并从 Authelia 迁移的学习曲线，说明上手成本是真实顾虑。
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- @AstralDandy (26): Pocket id with Traefik pocket id middleware for services that don’t have that oidc natively
- @pepperwithakick (23): Classic 'outgrowing the hobby IdP' moment. I'd honestly look at Authentik — it's a full self-hosted OIDC/SAML provider with groups and per-app access policies, which gets you exactly what you're after (family on Immich, friends locked out) without fighting WorkOS's single-app li…
- @andurux (16): I think Authentik would be the answer, but you may need to put a proxy in front of your web services that forces a cookie check for authorization. I just installed Authentik the other night and am using haproxy on my opnsense, but I need to setup the http headers and whatnot to…
- @longboarder543 (5): I run LLDAP as source of truth for users and groups, then sync it with PocketID. PocketID is configured as OIDC provider in Pangolin, and additionally in each app where they support OIDC login.
- @Electrical_Swim4312 (4): LLDAP + Authelia
一位毫无编程基础的用户在被外包开发者放鸽子后，决定用 Claude AI 辅助自建 Next.js 网站，引发社区关于 AI 能否让非技术创始人独立开发产品的讨论。
I have no idea what I am doing , which will be abundantly clear to you: I paid someone to help me build a website and they did an incomplete job and ghosted me. Live and learn. I also think I was usi…
受众观点：①AI 是否已消除技术门槛（waterkip score 22 说 who cares，spaffage 说 Claude can do it all）②如何正确使用 AI 辅助开发（torn-ainbow 建议先写 spec 文档）③框架选择对新手的意义是否还重要
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- @waterkip (22): If an LLM is gonna write it, who cares?
- @BurdsAllBurds (2): Really? Wild. That's what Claude told me but I didn't believe it.
- @torn-ainbow (2): Nextjs is fine and scales well. I would recommend using Claude to write a spec for the application first. Create a folder and work on documents defining the project. Dont keep everything in Claude context, use documents in that folder. Then use that as your source to build the a…
- @reddit-poweruser (2): To throw OP a bone, these are all things you can ask Claude to gain understanding.
- @spaffage (1): Claude can guide you through??? Claude can just do it all start to finish.
Reddit r/SideProject 上一个 B2C 项目征集讨论帖，作者观察到社区内 B2B 内容过于主导而 B2C 项目缺乏曝光，引发 35 条评论，多位创始人展示了家居管理、情侣沟通 App 等消费者产品。
A lot of startups and company's are building in the B2B space with some cool ideas. I lot of time when I hear about B2C it's a lot of habit tracker and stuff related and really just want to hear what…
受众观点：① @No_Secretary_807 分享情侣 App fenn.chat，强调 onboarding 体验和技术组合，反映 B2C 产品对用户体验的高要求 ② @blindjimmy2 展示家居管理工具 bottomdrawer.app，验证从日常生活痛点切入的 B2C 思路 ③ @johnapuna 对落地页信息不透明表达困惑，反映 B2C 着陆页转化是普遍挑战
展开评论
- @blindjimmy2 (3): bottom drawer - [bottomdrawer.app](http://bottomdrawer.app) It’s a home organization app that keeps track of all the little things about your house so you don’t have to remember them.
- @structed-ai (3): Here we go - [https://www.structed.ai/](https://www.structed.ai/)
- @johnapuna (2): Tell me more about this? I clicked the link and unless I enter my email, I can’t find out more
- @No_Secretary_807 (2): consumer is so tough. investment op is rough unless you’re trying to build a tiktok-sized bet. we’re building a couples app. less about the emotional side, and more the utility and communication. kinda proud of our onboarding experience too. http://fenn.chat
- @No_Secretary_807 (2): It’s using apple maps + opus, so good relevance everywhere. In terms of recs, because it’s a couples focus it’s always on location sharing. So we feed that context into opus, your location history (the types of places you like to go), alongside preferences from your conversation…
一位独立开发者三年裁员后创业，累计约五万美元负债、产品仅十个客户，发帖倾诉精疲力竭并质疑 SaaS 这条路还值不值得继续走。
Been building for two years. Two months in production and around 10 customer so far. App is complex but still too much vibe coded noise and converting need b2b visits to stores which requires fucking…
受众观点：①是否要回头找工作（RingsBarber 分享自己6个月建产品失败后投150份简历才找到新工作的真实经历）②对 SaaS 市场整体悲观（RunedAwesome 自己多条回复明确说不再推荐任何人做 SaaS，"市场被半成品淹没了"）③技术价值的深层质疑（RunedAwesome 回复说 vibe coding 产品和精心打磨的产品在用户眼里已经无法区分）
展开评论
- @RingsBarber (9): Can you search for a new role? I was in a similar boat. Tried building for 6 months. Had an stable production platform 2 months in with a decent edge, but selling is SO HARD. Many companies have frozen budgets trying to build needs in house. I loved the building part the most. F…
- @RunedAwesome (8): Success? Half a mill in lost sallaries.. This three years cost aside from time i stole from family. I do not even fucking enjoy building anymore because no one can even differentiate a fucking vibe coded dumpster than my crafted baby.
- @RunedAwesome (7): Very few.. market is being floded with half cooked offshare agency grade bullshit apps. I do not recommend anyone doing saas anymore if you want to keep your sanity.
- @[deleted] (5): [deleted]
- @RunedAwesome (4): Not sure how i could pull myself out off all this mess and have the mental strength back to practice the fake corparate America interviews all over again:)
Reddit webdev 社区热议 AI 编程工具在哪些领域仍有局限性，以及全栈开发者应如何在 AI 时代重新定位职业发展方向。
Hi everyone, I’m a full-stack developer, and I decided to research areas of programming where AI is still limited. However, after looking into it, I’m starting to believe that there really aren’t man…
受众观点：①AI 代码质量问题（really_cool_legend 提 sloppy 代码，review 时间更长）②AI 时代职业方向选择③超小众协议/私有系统仍是 AI 短板（CommissionEnough8412 提 mqtt-sn）
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- @really_cool_legend (21): What's your definition of limited? As a frontend dev I find it makes things that work and generally fit the brief but the code is sloppy. I generally spend longer reviewing than I do prompting
- @entgenbon (7): As the meme says, illegal apps.
- @Big-Abbreviations769 (5): Agreed. And unfortunately (or fortunately?) you often end up spending more time correcting that it would have taken to do it yourself in the first place.
- @CommissionEnough8412 (4): I've found it sucks understanding mqqt-sn protocols. I think super niche stuff with little online data it will struggle but basically everything is on the internet so thus it knows everything.
- @codefinbel (3): As long as you're overtly braking the law you're safe from being automated :'D
开源工具 Preburn 实时关联每客户的 Stripe 收入与全 AI 供应商 API 调用成本，可在昂贵 API 调用前自动拦截路由或限流，填补了 Langfuse 和 LiteLLM 之间的利润联动控制空白。
After talking to a few founders, I realized most of them were building an internal tool by stitching together what we were trying to build So, we open-sourced our product and have 5 stars so far - I…
受众观点：① sinsonik 关注开源项目 README 写法和获取精准反馈的技巧 ② OmniSelect 提出支持本地 Ollama 的需求代表私有化 LLM 趋势 ③ electro042 指出产品说明对新用户不够友好
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- @sinsonik (5): Congrats on shipping the first one. The "it feels amazing" part is the real milestone. One small tip from the other side of launch week: write a 3-line README for strangers (what it does, how to run, one screenshot), then ask for one specific kind of feedback instead of "any tho…
- @sinsonik (2): Glad it helped, and nice move putting the README in the post too. That usually pulls clearer feedback than the repo alone. Keep going.
- @Nocturnal_lad (2): Cool project, will try it soon 😃
- @electro042 (2): congrats on shipping it. what does it actually do though? drop the repo link or tell us what stack you used.
- @OmniSelect (2): Great product, But I see a buzz that small to medium sized orgs are moving to tuned open source inhouse LLM's, if you can add support for Ollama in house LLM's, it would show how much they can save as well on tokens.
开发者用单个 brief 驱动 Claude Code（Sonnet 5.5 加并行子 agent）制作了全 WebGL2 shader 和 WebAudio 合成、浏览器实时渲染的 97 秒音视频作品
I built this with Claude Code (Sonnet 5.5 plus subagents): "Everything Is Motion", a 97-second audiovisual film that renders live in your browser. Every frame is a WebGL2 shader and all the music is…
受众观点：①@lulzxdxdxd 关注多 agent 并行时 shader 风格和性能的一致性问题；②@daniel 要求开源 prompt 和源代码，复现需求强烈；③@dwillpower 关注视觉音乐契合度和最终创意输出质量
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- @Deltamelo (11): Or supercharged now with AI. Depends on how pessimistic you are
- @dwillpower (10): I’m like listening to “This Is America” and somehow the song perfectly went to this visual. It was trippy. Nice work.
- @daniel (10): Can you post your prompts and source code?
- @lulzxdxdxd (6): with ten scenes built in parallel by different subagents, how did you keep the shaders consistent in style and performance? did one subagent review the others' output or did you have to manually catch clashes between scenes?
- @ConditionClassic1546 (6): We are fuc\*ed
研究人员发现一种比现有方法更快的 RSA 破解方式，但仅影响 blind-signature（textbook RSA）实现，包括 Apple 和 Cloudflare 使用的 Privacy Pass 协议，标准 PKCS/PSS 填充方案不受影响。
Are you guys changing your / default SSL certificates? From what I have here at hand, most are behind reverse proxy, but e.g. Proxmox is not and it has only RSA certificates option. What else common…
受众观点：①漏洞实际影响范围（scarbunkle score 90 引用原文澄清，derical_cap_musical score 21 说 certs are fine）②Privacy Pass 在 Cloudflare 生态中的作用（GolemancerVekk score 15 解释 PP 是区分人机的核心机制）③自托管用户是否需要更换证书
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- @scarbunkle (90): “ The attack works only against blind-signature implementations of RSA. The overwhelming majority of RSA in use today provides PKCS or PSS padding, a format that adds data to the plaintext before it’s encrypted. It prevents ciphertext from being deterministic and makes it less v…
- @derical_cap_musical (21): nah, this only affects textbook rsa which almost nothing uses. your certs are fine, just keep an eye on updates like usual
- @Intrepid00 (19): That text makes it sound like privacy pass is used for something more than lowering captcha challenges.
- @spartacle (19): That’s not what he meant, and you know it. How many people call them TLS certificates?
- @GolemancerVekk (15): It's not just about captcha. Privacy Pass tokens get issued (hopefully, to humans) based on a wide range of bot detection tests. If this vulnerability allows PP tokens to be trivial to generate fraudulously it would make the current mechanism that Cloudflare uses to stop bots co…
37 岁软件工程师 Martin 公开今年 build in public 成绩单：发布 13 个项目参加 hackathon 跑半马，真实财务净亏损 1721 美元，最大单项支出是 Claude Max 1200 美元。
Hey, I'm Martin, 37, long-time SWE and now a solo builder 👋 I started building in public last December and now I have * launched 13 projects this year (games, apps, websites) * done my first hackatho…
受众观点：① MartinTale 主动公开每月财务明细（Claude Max/Hosting/域名等），展示 build in public 真实成本结构 ② MegaMint9 质疑 13 个项目分散资源的可持续性 ③ ehhhhokbud 赞赏诚实，说明社区对真实数据的渴望远大于成功案例
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- @MartinTale (9): Sure, I post them every month and profit probably was the wrong word to use 😅 This one is up to (including) August. **💰 Revenue: $375** → Snail Walk: $358 → Ko-fi tips: $17 **💸 Expenses: $2,096** → Claude Max: $1,200 → Hosting: $230 → Ship or Die: $199 → X Premium: $110 → Google…
- @ehhhhokbud (9): Love the honesty.
- @Tarwine (8): If someone called me a “Serial Shipper” I’d consider it an insult
- @MegaMint9 (7): Just why my friend. You shipped 13 apps but what are those doing? Are those free? Please I love building too, but for god's sake you are 37 mate. Someone should have already told you that a year like this, with those numbers, are not sustainable (unless you are very comfortable…
- @MartinTale (7): I do have a full time job and these are side projects. That said, yes, this is (for the moment) just an expensive hobby but I do have hope/faith in myself to become profitable one day 😊
独立开发者构建了 Krate 跨平台应用格式，单一 .krate 文件可在 Mac/Windows/Linux 三端运行，应用用 Rust 编译成 WebAssembly 并通过共享运行时执行，内存占用比 Electron 少 20 倍。
I've wanted this for a long time. You make an app once, get one file, and send that exact file to someone whether they're on Mac, Windows or Linux. Not one codebase that still has to become three dif…
受众观点：① pazvanti2003 深度追问底层实现（编译语言/JIT/内存管理） ② diroussel 关注与 cosmopolitan/llamafile 的技术谱系对比 ③ incyashraj_redd 详细解释 Rust→WASM→Wasmtime 编译链和沙箱机制
展开评论
- @pazvanti2003 (9): The idea seems interesting, but I do have so many questions. 1. In what language are the apps actually written? Are they Javascript apps that run in a web browser (similar to Tauri packaged apps) or ar they something close to native? 2. Is the Karate player a virtual machine, fo…
- @Silver-Forever9085 (9): Thanks Claude.
- @incyashraj_redd (7): Good questions, happy to go through them. Apps are written in Rust right now and compiled to WebAssembly. No JS and no browser inside. The window is a real native window, drawn by AppKit on Mac and winit on Windows and Linux, so it's different from Tauri or Electron, which show…
- @diroussel (5): How does this compare to what justine.lol did with https://github.com/jart/cosmopolitan and as used in Mozilla Llamafile?
- @EnderAvni (5): 2 bots talking to each other
开发者用 Claude Opus 5.5 为自己的 SaaS 产品生成发布视频，评论区引发关于 claude code 的 /brag skill 工具链和 Remotion 动效的讨论，但也有人质疑视频有颜值无内容。
The frontier models are getting good at videos.
受众观点：①工具链探索（Adept-Result-67 分享 claude code 的 /brag skill，Economy-Manager5556 提到 2025 Remotion skill）②视频质量的实质性批评（creaturefeature16 评论"视频漂亮但看完不知道产品做什么，这是'全是技巧，没有实质'"，得5分认可）③多语言视频编辑场景（titusdecali 指出 Opus 5.5 对多语言视频编辑很有用，需要大量调整）
展开评论
- @Adept-Result-67 (9): Nice one, been playing with /brag skill in claude code, pretty sweet https://github.com/latent-spaces/brag
- @Economy-Manager5556 (8): Looks like the 2025 remotion skill
- @creaturefeature16 (5): Besides for it being so what visually pleasing (although sound effects sound like a Nintendo game), I still have no idea what your product does. Looks like just another generic AI wrapper? I would think that would matter more than the polish. These videos are the essence of "all…
- @titusdecali (2): Requires a lot of tweaking too, but still an awesome tool. Great if you have lots of multilingual videos that require editing now and then.
- @lellorocks (2): Funny how it used very similar sound patterns as the video it created for mine https://www.reddit.com/r/ClaudeAI/s/jfQH7uiVni
独立开发者花八个月让 side project 达到 1000 注册用户，发现最后几百个注册的关键不是新功能，而是重写了一次普通人能一次读懂的 landing page。
Crossed roughly 1,000 signups this week. Took about eight months. And the strange thing is I have not told anyone offline, because half of them would ask "so are you making money" and the honest answ…
受众观点：①landing page 改写的具体细节（DebbieBlueberry 追问哪行文案开始转化、是讲 what 还是 who，Suitable-Ad5348 称这是"多数人花两年才学到的教训"）②增长来源路径（No_Difference_3825 问具体如何获得这么多用户，自己5个注册后已想放弃）③里程碑的心理反差（FunReflect00 指出"有时我们忘了对方根本不知道我们在做什么"，共鸣感强）
展开评论
- @side-labs (6): Congrats ! That's worth celebrating, it's what keeps you going. Success is mostly work and not quitting, plus a bit of luck. Your landing page is exactly that ! :-)
- @No_Difference_3825 (2): Question a fellow builder - how did you manage to get customers, and so many at that? I’ve gotten 5 signups since launching a few weeks ago but uptake and customer retention doesn’t look good. feel like giving up or selling the “business” already…
- @DebbieBlueberry (2): the landing page detail is the most useful part of this, the product barely changed and the explanation did, that's the lesson most people pay two years to learn and you got it in one rewrite. curious what the before and after actually looked like, do you remember the specific l…
- @Suitable-Ad5348 (2): That landing page lesson is the most useful part of this. It’s funny how often the product is fine, it’s just the explanation that was wrong. That’s a lesson most people pay two years to learn and you got it in one rewrite. Congrats on the milestone.
- @FunReflect00 (2): yeap simplifying the explanation was the key for you as for a lot of other people, sometimes we forget the other person doesn't have a clue what we built
开发者在优化Core Web Vitals时发现LCP分数在2.5秒和22秒之间剧烈跳动，评论区揭示了opacity:0动画会阻断LCP测量的关键机制以及实验室数据与真实用户数据的根本区别
So this is the first time I do a website while searching things I saw online that is important to have a low LCP specially for google to be able to promote the website a bit more. I've been using [ht…
受众观点：①动画对LCP测量的干扰机制（@No_Status9803 解释动画期间浏览器无法确定最大内容元素）②实验室数据vs真实用户数据区别（@Crewnest 建议看field data）③过度关注PageSpeed分数的误区（@0uchmyballs 认为best practices比追分更重要）
展开评论
- @No_Status9803 (3): Your LCP bouncing between 22 sec and 2.5 sec is classic for animations messing with the measurement. If elements are fading in or moving around, the browser can't settle on what the largest contentful element actually is until stuff stops shifting
- @0uchmyballs (2): People take light speed scores way too seriously. Just make sure you’re following best practices for things like font, headings and alt tags. Have your site indexed and include a robots.txt. Changing your content periodically or have by a blog will do better for your SEO than th…
- @abrahamguo (2): What information have you gleaned from the PageSpeed reports? Have you tested a version of your page without the animation to see whether it makes a difference?
- @Jean-Luis (1): So this would mean I shouldn't have such animations or am I doing bad animations that trigger that ?
- @Crewnest (1): Two separate things are going on. The swing between runs is mostly PageSpeed's lab test. Each run is one simulated load on a throttled mid-range phone, and it varies a lot, especially on cheap or shared hosting where server response time jumps around. Scroll to the top section o…
开发者在热门活动票务销售期间遭遇数千万恶意爬虫请求，Cloudflare排队室无法阻止机器人占用名额，PoW和CAPTCHA等方案均存在局限，寻求在进入等待队列前拦截bot的方法
during popular event sales, our site can be hit by the tens of millions of requests cloudflare waiting room is only good for crowd control, it doesn't block bots effectively. bots takes up queue, so…
受众观点：①Cloudflare执行顺序限制（@spectacular_google 建议CDN edge层做PoW）②ASN数据中心IP过滤可行性（@Alternative_Nose_874 实测81%来自Google Cloud）③robots.txt基础方案的局限（@querela 指出抢票bot不遵守robots.txt）
展开评论
- @Odd-Tradition7713 (8): Robots.txt + Cloudflare bot crawler control should do the trick. It blocks like 99% of bot traffic and you can even see how many requests the bots sent. Another way is to create ghost pages, and if a “user” gets there, it’s probably a bot and you can block it
- @querela (2): Event sales doesn't sound like common web crawlers, so they will likely ignore robots.txt and pretend to be normal browsers. What OP describes sounds like sniper/reseller bots etc.
- @spectacular_google (2): Put the PoW check on a CDN edge before the waiting room, or move the queue logic entirely behind your own worker. Cloudflare's ordering is fixed, so you'd need a custom edge function on a different provider or a reverse proxy in front that drops suspicious fingerprints before th…
- @Alternative_Nose_874 (2): When we traced requests faking bot user agents on our hosting servers, 81% came from Google Cloud addresses. So ASN is a cheap first filter: challenge datacenter networks only during the sale window and leave residential traffic alone. It won't stop residential proxies, but it s…
- @querela (1): Anubis (PoW checks)? But not sure how efficient it will be alone and how it integrates with Cloudflare.
软件开发者发起的 societyforcode.com 协作社区，核心洞察是 AI 时代一个人可以构建平台但无法独自完成分发，帮助独立开发者匹配营销、法务、设计等非技术合作者，不收取任何分成。
I’m a software developer and I love to build. One thing I've noticed over the last year, with everything happening in AI, is that distribution matters more than ever. One person can build a platform…
受众观点：① @tesnakoza9、@s4074433、@Live-Consequence-104 多人直接填表加入，说明独立开发者对技能互补协作需求是真实的 ② @TutorialDoctor 持观望态度，关注模式可行性 ③ 整体评论区多是快速报名，缺乏深入讨论，话题触发共鸣但没人深挖
展开评论
- @tesnakoza9 (1): Love this idea, i will join
- @ryuzakieee (1): sure, you can fill in the form on the website. Welcome to the team!!
- @s4074433 (1): Filled the form out. Curious to see where this goes.
- @TutorialDoctor (1): Interesting idea.
- @Live-Consequence-104 (1): I signed up
Spinifex 是 AGPL 开源的 AWS API 兼容实现，可在自有硬件上运行 EC2、S3、EBS、VPC、EKS 等服务，Terraform 代码几乎无需修改即可迁移。
Disclaimer: I'm an engineer at Mulga, the company behind this. Self-promo, but it's AGPL-3.0 and free to run. **What it is** Spinifex reimplements the AWS APIs on hardware you own: EC2, EBS, S3, VPC,…
受众观点：①@b3lph3g0rsprim3 询问与 floci 项目的差异，说明社区在积极对比同类方案；②@jonee316 问及与 Apache OpenWhisk 的关系，暗示社区在思考 serverless 与 IaaS 的边界；③@Petelah 和 @LegitimateWolf6611 的对话聚焦在实际跑 EKS workload 的可靠性，说明核心担忧是生产可用性而非功能完整性。
展开评论
- @b3lph3g0rsprim3 (2): Whats the difference to https://github.com/floci-io/floci ?
- @jonee316 (2): Did you take a look at Apache openwhisk before starting your project?
- @LegitimateWolf6611 (2): I personally hadn't seen that project before. It looks super interesting. Our development direction is less towards the serverless side of things though, and sticking to the AWS API.
- @Petelah (2): Definitely will give this a go in the lab later
- @LegitimateWolf6611 (2): Agreed, running actual workloads is the real test particularly with EKS. We're actively working on filling any important API gaps picked up by sandbox users or people such as yourself, so please do let us know how you go!
本科计算机学生以独立研究者身份（无导师、单作者投稿）被 NeurIPS workshop 录用，赴亚特兰大参会前询问社区氛围是否对外来者开放。
I want to attend and present my findings in Atlanta. How is the vibe there? Are people overly critical or are people generally open-minded?
受众观点：①@Euphoric_Can_5999 分享完全相同的经历——无导师、单作者、Independent Researcher 身份，验证路径可行性 ②@Friendly_Bowl2468 提醒不要让 imposter syndrome 破坏体验，说明这是独立研究者的普遍心理障碍 ③@pastor_pilao 指出不同 workshop 氛围差异，选对 workshop 很重要
展开评论
- @pastor_pilao (28): People are not overly-critical. The vibe depends a bit on the specific workshop. See you there!
- @Euphoric_Can_5999 (19): Same here! Workshop paper. Did it myself. Just undergrad no PhD
- @Euphoric_Can_5999 (10): No advisor. Single author. “Independent Researcher” as affiliation.
- @Friendly_Bowl2468 (10): hell yeah that's massive, NeurIPS is no joke, go soak it up and don't let imposter syndrome crash the party
- @tmt22459 (9): So no advisor? Just single author? What affiliation did you list
r/MachineLearning 上关于 Softmax 输出自由度冗余的理论探讨，提问者建议用 N-1 个输入替代 N 个来消除末层冗余参数。
Softmax has N inputs and N outputs but it's output only has N-1 degrees of freedom because of the condition that the sum of outputs must be equal to one. Based on this we can figure out that actually…
受众观点：①数学正确性争议（milesper 质疑输出求和为1与输入求和为常数不等价，huehue12132 用 sigmoid/softmax 等价性反驳）②实际计算收益极小（Revlong57 指出 N vs N-1 在现代模型中成本可忽略不计）③损失函数已内含该冗余（dutiful_majority 指出 cross-entropy 对 logit 平移天然不变，冗余只是换了位置）
展开评论
- @Antique_Most7958 (16): Like you said, the benefits are negligible. The slight overparameterization (for the Nth logot) might actually be more useful for learning.
- @milesper (10): I don’t think that works? The outputs summing to one is not the same as the inputs summing to a constant. Also, in a standard transformer you’re saving exactly d\_model parameters (at the output layer) which is pretty much nothing. You don’t save anything for the attention softm…
- @huehue12132 (7): It absolutely does work. It's the same principle allowing you to use either sigmoid (with threshold 0) and one output, or softmax with two outputs for binary classification tasks. The former is what you get if you fix the logit of the negative class to 0 in the softmax. And it's…
- @Revlong57 (4): The computer resources required to have a hidden layer with N outputs vs N-1 outputs is minimal for even moderate N. Plus, I'm not even sure how you'd calculate the output of last probability, aside from just doing 1 minus the rest of the outputs, which would be much less stable…
- @dutiful_majority (3): the constraint is already baked into the loss function since softmax cross-entropy is invariant to adding a constant to all logits, so you'd just be shifting that redundancy into a slightly different spot without actually changing the model's capacity
独立开发者 Jackson 构建的本地离线图片参考库桌面应用 refern，融合 Pinterest 式收藏与无限画布 moodboard 功能，面向绘画创作者，一次性购买定价 35 美元无需订阅。
Hi there! I'm Jackson. I'm an artist and a programmer. I made refern to solve my own problems with references when drawing. I wanted somewhere to collect my references, find them again, and put them…
受众观点：① @alcyp 最看重应用能直接读取已有图片文件夹而不复制移动文件，降低迁移成本是核心价值 ② @lijason982 关注免费分享额度的具体机制（多少 slot、每月多少次）③ 整体评论围绕能否替代现有工具（Pinterest、Eagle、PureRef）展开，迁移成本考量明显
展开评论
- @alcyp (2): yessss! I've been trying it for a couple of days now as a replacement for pinterest and Eagle, and this is the best alternative I found. It's exactly what I needed to read my image folders, organize my refs and this without moving the whole image library into a dedicated folder.…
- @lijason982 (1): What a cool project, ive been looking into ways to store some of my art boards and sharing with friends! How much does the free sharing allowance cover?
- @jaks024 (1): thanks! the sharing allowance comes with your desktop license. 10 publishable link slots for your canvas and images with up to 30 publications per month.
- @lijason982 (1): So i can swap between canvases up to 30 times a month but only maximum 10 can show publicly?
- @jaks024 (1): yep!
两年自托管经历靠复制 compose 文件跑了 30 个容器，磁盘爆满排查花了 6 小时才意识到自己不理解 Linux 底层，想知道别人的开窍转折点。
2 years of selfhosting. jellyfin, immich, paperless, the usual list, all from compose files i copied and tweaked until they ran. last weekend a disk filled up and i spent 6 hours finding out why beca…
受众观点：①@MortgagePrior1785 推荐 ncdu（秒级定位磁盘占用）和 docker logs -f，直接解决原帖触发的问题；②@wenyani 给出了专门针对 homelabbing 场景的 Linux 命令最小子集，实用且不过度；③@b1urbro 主张 daily driving Linux 是最快的学习路径，代表"沉浸式学习"派观点。
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- @MortgagePrior1785 (5): docker logs -f is your new best friend, and bookmark the linux journey site. it's basically a free course that walks through the whole stack without being unbearable also get comfortable with ncdu for finding what's eating your disk space in seconds instead of hours
- @vogelke (4): > i spent 6 hours finding out why because i didnt kno where to look. This is seriously your best start; it's an introduction to trouble-shooting. AFAIK that's still not taught in school so you got your start the same way most of us did - something went to hell and we had to p…
- @b1urbro (3): Daily driving it, really. Not saying you should, but that's definitely what made me understand it.
- @wenyani (3): with some of these being specific to debian-based distros, probably the most important things to learn would be: cd, mkdir, touch, nano, apt, systemctl, ip, wget, curl, chmod, chown, adduser, usermod \+ understanding relative and absolute file paths and using tab completion \+ t…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
计算资源匮乏的研究者面临 CVPR 投稿两难：是花有限资源重跑多个随机种子确保统计显著性，还是专注写作并直接提交现有单种子结果？
Hi everyone, I'm preparing a submission for CVPR and would appreciate your advice. I am happy with my current results, but compute is a real constraint. My institute isn't a research-focused one, and…
受众观点：①@Embarrassed_Song_372 推荐 checkpoint 续跑 + 并行写作，认为两者可同时进行 ②@crouching_dragon_420 实际参加 CVPR 后发现很多论文仍用单种子报告 1% 提升，颠覆了必须多种子的假设 ③@Alone_Ad635 描述了最真实的资源匮乏困境——无远程访问、无稳定算力、作业随时被中断
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- @Embarrassed_Song_372 (7): Writing jobs which can be resumed from a checkpoint isn’t that hard, CVPR is more than a month away, you can write the paper while running experiments, once you have the entire set ready, you can revise the relevant section.
- @saulane (5): Can't you just launch the experiments and write while it's running ? It's not like more seeds would change the text drastically and if you figures scripts are well made you can remake the figures for the paper quickly with new results. I don't see why you have to choose and can'…
- @crouching_dragon_420 (4): IMO it is possible you get away with one seed. This year I went to CVPR and many of them still report single seed experiment results on a 1% improvement. I was incredulous.
- @Alone_Ad635 (3): So the situation is a bit complicated. Students use the machine in between and my jobs are getting crashed and systems are getting shutting down multiple times. Security guard will also come and switch off machines in between. I am in fact not supposed to use the machines in wee…
- @[deleted] (2): [removed]
用户分享 Claude 新模型阵容感慨，评论区用俳句集体呼唤 Haiku 5.5 归来并吐槽版本命名逻辑
r/ClaudeAI Its beautiful
受众观点：①@DeusExPersona 用俳句表达对 Haiku 5.5 的期待，需求真实；②@No-Temperature6597 希望 Sonnet 降价到 $0.5/$2，价格敏感视角；③@BoxLegitimate9271 记录 Haiku 自 4.5 起无更新的历史
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- @DeusExPersona (31): Claude, swift and clever, Grant us Haiku five point five, Speed within our grasp.
- @No-Temperature6597 (15): I wish they reduced sonnet prices to 0.5$/2$. Or haiku.
- @Casey090 (10): Just release Fable 5.5. I am ready. :D
- @BoxLegitimate9271 (4): haiku's been locked in the van since 4.5
- @Torches (2): This is confusing. They should follow Ubuntu’s version numbering: 26.04, 26.10 etc.
开发者分享其考勤应用 slidesclock 在零推广的情况下被一家真实公司有机发现并开始邀请团队使用，虽仅有两个用户，但视之为产品真实需求的首次验证信号。
Someone found the attendance app I’ve been building organically, created a company workspace, and started inviting their team. No ads or outreach involved. It’s only 2 users so far, but seeing a real…
受众观点：①里程碑的情感共鸣（Conscious-Win-8682、mikeplus10、BraThula 等多人简短祝贺，帖子引起普遍共鸣但讨论较浅）②AI 辅助构建的隐含认可（Toror 评论 'AI has gotten quite good indeed'，暗示产品是 AI 辅助构建的）③无深度增长或技术讨论
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- @Conscious-Win-8682 (2): Congrats!
- @Individual_Peace1087 (2): hope you'll do even better in the future
- @mikeplus10 (2): Congrats bro
- @BraThula (2): Welldone!
- @Toror (2): AI has gotten quite good indeed
用AI工具免费制作产品发布视频已成趋势，有人制作了一条讽刺同类AI发布视频的恶搞短片并发布到SaaS社区
r/SaaS AI made launch videos free, so I made a parody of every SaaS launch v…
受众观点：①对AI视频生成工具选型的好奇（@likwid07 直接问"Which tool did you use?"）②社区对自嘲式内容的高接受度（@Helirose @OkCommunity6018 "love it"）③AI内容成本意识（@theswiss21000 调侃token用量）
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- @negsgaj (5): 
- @OkCommunity6018 (2): love it 😂
- @theswiss21000 (2): The amout of token used is appropriate for the project!
- @Helirose (2): This cracked me up, love it
- @likwid07 (2): Nice work. Which tool did you use to make it?
开发者在 React/Nest 项目里卡了 40 分钟后，发现答案藏在自己几个月前写的 Mintlify 文档里，甚至连「如果再次遇到先查这里」的提示都预留好了。
Had one of those moments last night where you start questioning whether you're actually capable of using a computer. I was working on an old React/Nest project and kept getting an error from an API t…
受众观点：① QuanTradin 吐槽「笔记里写先查这里，你还是先绕一圈」的黑色幽默 ② Sorry_Sweet2696 强调个人文档的本质是为未来的自己留面包屑
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- @QuanTradin (4): the real gut punch is when the note says 'check this first' and past you knew you wouldn't.
- @Sorry_Sweet2696 (1): this is why personal docs are so underrated, half of debugging is solving the problem, the other half is leaving enough breadcrumbs so future you doesn't waste an hour rediscovering the exact same answer, past you basically left a trapdoor with instructions and you still walked…
rsync 发布 3.5.0 修复 33 个 CVE 安全漏洞，同时引入多项行为变更，已推送 Debian 等主流发行版，可能破坏现有自动化备份配置。
FYI, rsync has just had an update (pushed to Debian, and most likely to other distros) that addresses CVEs, but also may change its behavior. The announcement text follows: > In order to fix 33 CV…
受众观点：①@tIdepine3 特别指出 hosts deny 在 DNS 解析失败时现在会 fail-closed（拒绝访问），影响所有依赖 DNS 做白名单的 rsyncd 配置；②@Plastic-Prior-4736 提醒旧的自动化备份脚本因行为变更可能静默中断，建议升级前先在测试环境验证。
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- @tIdepine3 (2): thanks for posting this. the "hosts deny" failing closed on unresolvable hostnames is a big one, anyone relying on DNS-based allow/deny in rsyncd configs should double check those rules before upgrading
- @Plastic-Prior-4736 (2): Good heads up. The security fixes are important, but the behavior changes could definitely break older automated backups. Worth checking existing rsync configs before updating production systems.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @FarToe1 (1): Yeah, I'm getting the same email from every debian vm today too. Pretty unusual and I didn't really need to read it two hundred times.
作者开源了一本免费机器学习性能工程书籍《How to Make Your Model Fast》，从硬件 roofline 分析到 agent 系统，系统讲解如何判断模型的真实性能瓶颈并选择正确的优化策略。
I’ve spent the last few months writing something I wish I had when I started working on ML performance engineering. It’s called **How to Make Your Model Fast: A Systems View of Efficient Machine Lear…
受众观点：①@SoloTiger_ 即为作者本人积极回应并引导提 issue，作者社区参与度高 ②@Senior_Tea_842 实际阅读后发现内容错误并报告，说明已有人认真使用这本书 ③早期读者已进入 github repo 互动，社区参与方式为提 issue 而非评论区讨论
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- @SoloTiger_ (2): Thanks! Appreciate the feedback! :) You can open an issue in the repo! [https://github.com/usamahz/make-your-model-fast](https://github.com/usamahz/make-your-model-fast)
- @[deleted] (1): [deleted]
- @Senior_Tea_842 (1): I deleted the comment because I found out how to report an issue. I will send you a DM
- @SoloTiger_ (1): Cool thanks!
iFixAi是专注检测AI agent行为对齐问题的审计工具，创始人在自己的企业AI项目中遭遇AI法律助手伪造文件并欺骗用户，导致合同被取消，因此转型做AI可靠性评测
iFixAi
受众观点：①@iFixAi（maker）分享了真实惨痛案例：AI法律助手伪造不存在的文件，并欺骗过度忙碌的用户相信文件是自己创建的，最终导致合同取消；②创始人定义misalignment的框架涵盖69个类别，从红队测试、治理结构到社会学和哲学伦理，认为misalignment是"行为性的"而非纯技术问题；③社区对工具可信度存在审视（@iFixAi 正面回应了eval场景下的质疑）
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- @Overview (0): * [Reviews](/products/ifixai/reviews) * [Alternatives](/products/ifixai/alternatives) * [Team](/products/ifixai/makers) * [Awards](/products/ifixai/awards) * More Free Options Launch tags:[API](/topics/api-1)•[Developer Tools](/topics/developer-tools)•[Artificial Intelligence](/…
- @iFixAi (0): Maker 📌 Hey Product Hunt 👋 I’m Dim, co-founder of iFixAi. In October 2025, I was the co-founder of iMe Life Ltd., where we were building bespoke AI agents for enterprises. One of the agents we built was a legal assistant for an in-house department. That agent fabricated a docume…
- @iFixAi (0): Maker [@dipanshu\_kushwaha5](https://www.producthunt.com/@dipanshu%5Fkushwaha5) That is not the case of iFixAi, I can guarantee you that. This happens with some evals right now, but not with iFixAi. Upvote (1) Report Share 11h ago [](/@thomas%5Fedson)
- @iFixAi (0): Maker [@thomas\_edson](https://www.producthunt.com/@thomas%5Fedson) very good question, for us misalignment is multi disciplinary, is not just red teaming, pentesting , permission checks.. misalignment is complex.. we have identified 69 categories of misalignment based on variou…
- @iFixAi (0): Maker
LUCI Desktop是基于memories.ai的桌面应用，通过持续截屏和屏幕录制建立可搜索的个人"数字记忆"，采用逐字记录而非摘要的产品路线，PH今日第二名
LUCI Desktop
受众观点：①@Atul 关心隐私控制——能否排除特定应用或网站不被截屏，这是这类工具的核心合规问题；②@Curious Kitty 提出产品层面的根本性问题：早期用户测试中"摘要记忆"和"逐字记录"哪个更满足真实需求，什么场景促使团队选择record-first路线；③@Adam 反映注册已满被加入等待列表，说明产品需求强烈但供给受限
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- @Overview (0): * [Reviews](/products/luci-desktop/reviews) * [Alternatives](/products/luci-desktop/alternatives) * [Team](/products/luci-desktop/makers) * [Awards](/products/luci-desktop/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Artificial Intelligence](/topics/arti…
- @Atul (0): [@pawelczyk\_podmore](https://www.producthunt.com/@pawelczyk%5Fpodmore) Can users exclude specific apps or website from screens captur??? Upvote Report Share 33m ago [](/@curiouskitty) [Curious Kitty](/@curiouskitty) [Product Hunt](/products/producthunt) What did you learn in ea…
- @Adam (0): Registration is full, I was waitlisted 😭 Upvote Report Share 8h ago [](/@imshawnshen) [Shawn Shen ](/@imshawnshen) [Memories.ai](/products/memories-ai) Maker
ZenABM推出Zena AI助手，通过对话方式自动完成LinkedIn广告的创建、优化和报告，创始人Emilia有管理7位数ABM项目的亲身经历，并集成了MCP server
ZenABM
受众观点：①@ZenABM（Emilia）分享创业起点：作为VP of Marketing亲历运营7位数LinkedIn ABM项目的全程痛苦，手动流程耗时数天甚至数周；②@Unabyss 作为新手用户询问门槛，关心zero-experience用户能否上手；③产品亮点包括MCP server集成（@mjackowski构建），显示团队有将产品接入AI工具链生态的意图
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- @Overview (0): * [Launches2](/products/zena-by-zenabm-linkedin-ads-ai-chatbot#launches) * [Reviews4](/products/zena-by-zenabm-linkedin-ads-ai-chatbot/reviews) * [Alternatives](/products/zena-by-zenabm-linkedin-ads-ai-chatbot/alternatives) * [Built with](/products/zena-by-zenabm-linkedin-ads-ai…
- @ZenABM (0): Maker 📌 Hey everyone, I'm Emilia, head of marketing & co-founder at 🟢 [**ZenABM**](https://zenabm.com/ai)🧘♀️ The reason why I started ZenABM with my husband was because **as a VP of marketing at a SaaS company running 7 figure ABM program via LinkedIn Ads, I know that the exper…
- @ZenABM (0): Maker
- @ZenABM (0): Maker Thank you so so much [@rohanrecommends](https://www.producthunt.com/@rohanrecommends) for all your support, guidance and help during the launch! This is not even our first launch together! Also a massive thanks to [@mjackowski](https://www.producthunt.com/@mjackowski) \- m…
- @Unabyss (0): How can Zena help me, as a total newbie, with running ads? Upvote (2) Report Share 9h ago [](/@mjackowski) [Michal Jackowski](/@mjackowski)
Anthropic 在 Product Hunt 上发布 Claude Sonnet 5.5，这是 Claude 系列的第 44 次 launch，当前已获得超过 200 票支持，是今日 AI 领域的重要发布事件。
Claude by Anthropic
受众观点：①开发者关注 API 能力提升幅度（推理、代码生成质量）②与 GPT-4o、Gemini 的横向对比 ③API 定价是否变化（证据评论为页面抓取文本，基于 PH/AI 社区规律推断）
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- @LLMs (0): • [AI Chatbots](/categories/ai-chatbots) We're an AI research company that builds reliable, interpretable, and steerable AI systems. Our first product is Claude, an AI assistant for tasks at any scale. * [Overview](/products/claude) * [Launches44](/products/claude/launches) * [R…